{
 "nbformat": 4,
 "nbformat_minor": 2,
 "metadata": {
  "language_info": {
   "name": "python",
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "version": "3.7.3-final"
  },
  "orig_nbformat": 2,
  "file_extension": ".py",
  "mimetype": "text/x-python",
  "name": "python",
  "npconvert_exporter": "python",
  "pygments_lexer": "ipython3",
  "version": 3,
  "kernelspec": {
   "name": "python37364bit9f84ed3042b14bdd83f7831b93497a71",
   "display_name": "Python 3.7.3 64-bit"
  }
 },
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Anomaly Detection using Brutlag algorithm\n",
    "\n",
    "### Dataset\n",
    "The dataset contains India's monthly average temperature (°C) recorded for a period of 2000-2018.\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 1 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"267.142752pt\" version=\"1.1\" viewBox=\"0 0 382.603125 267.142752\" width=\"382.603125pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 267.142752 \r\nL 382.603125 267.142752 \r\nL 382.603125 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 40.603125 218.158125 \r\nL 375.403125 218.158125 \r\nL 375.403125 22.318125 \r\nL 40.603125 22.318125 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m81e3b0b6f3\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"55.821307\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 2000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n      </defs>\r\n      <g transform=\"translate(32.741117 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"89.820362\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 2002 -->\r\n      <g transform=\"translate(66.740172 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"123.772907\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 2004 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n      </defs>\r\n      <g transform=\"translate(100.692717 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"157.771963\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 2006 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n      </defs>\r\n      <g transform=\"translate(134.691772 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"191.724508\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 2008 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n      </defs>\r\n      <g transform=\"translate(168.644317 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"225.723563\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 2010 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n      </defs>\r\n      <g transform=\"translate(202.643373 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"259.676108\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 2012 -->\r\n      <g transform=\"translate(236.595918 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"293.675163\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 2014 -->\r\n      <g transform=\"translate(270.594973 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"327.627708\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2016 -->\r\n      <g transform=\"translate(304.547518 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_10\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"361.626764\" xlink:href=\"#m81e3b0b6f3\" y=\"218.158125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 2018 -->\r\n      <g transform=\"translate(338.546573 244.463565)rotate(-30)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_11\">\r\n     <!-- Time -->\r\n     <defs>\r\n      <path d=\"M -0.296875 72.90625 \r\nL 61.375 72.90625 \r\nL 61.375 64.59375 \r\nL 35.5 64.59375 \r\nL 35.5 0 \r\nL 25.59375 0 \r\nL 25.59375 64.59375 \r\nL -0.296875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-84\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n      <path d=\"M 52 44.1875 \r\nQ 55.375 50.25 60.0625 53.125 \r\nQ 64.75 56 71.09375 56 \r\nQ 79.640625 56 84.28125 50.015625 \r\nQ 88.921875 44.046875 88.921875 33.015625 \r\nL 88.921875 0 \r\nL 79.890625 0 \r\nL 79.890625 32.71875 \r\nQ 79.890625 40.578125 77.09375 44.375 \r\nQ 74.3125 48.1875 68.609375 48.1875 \r\nQ 61.625 48.1875 57.5625 43.546875 \r\nQ 53.515625 38.921875 53.515625 30.90625 \r\nL 53.515625 0 \r\nL 44.484375 0 \r\nL 44.484375 32.71875 \r\nQ 44.484375 40.625 41.703125 44.40625 \r\nQ 38.921875 48.1875 33.109375 48.1875 \r\nQ 26.21875 48.1875 22.15625 43.53125 \r\nQ 18.109375 38.875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.1875 51.21875 25.484375 53.609375 \r\nQ 29.78125 56 35.6875 56 \r\nQ 41.65625 56 45.828125 52.96875 \r\nQ 50 49.953125 52 44.1875 \r\nz\r\n\" id=\"DejaVuSans-109\"/>\r\n      <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n     </defs>\r\n     <g transform=\"translate(195.769531 257.863065)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-84\"/>\r\n      <use x=\"57.958984\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"85.742188\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"183.154297\" xlink:href=\"#DejaVuSans-101\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_11\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"mb6b15d8441\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mb6b15d8441\" y=\"212.449211\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_12\">\r\n      <!-- 18 -->\r\n      <g transform=\"translate(20.878125 216.24843)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_12\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mb6b15d8441\" y=\"186.905974\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 20 -->\r\n      <g transform=\"translate(20.878125 190.705193)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mb6b15d8441\" y=\"161.362737\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 22 -->\r\n      <g transform=\"translate(20.878125 165.161956)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mb6b15d8441\" y=\"135.8195\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 24 -->\r\n      <g transform=\"translate(20.878125 139.618718)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mb6b15d8441\" y=\"110.276262\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 26 -->\r\n      <g transform=\"translate(20.878125 114.075481)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mb6b15d8441\" y=\"84.733025\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 28 -->\r\n      <g transform=\"translate(20.878125 88.532244)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mb6b15d8441\" y=\"59.189788\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 30 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n      </defs>\r\n      <g transform=\"translate(20.878125 62.989007)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"40.603125\" xlink:href=\"#mb6b15d8441\" y=\"33.646551\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- 32 -->\r\n      <g transform=\"translate(20.878125 37.445769)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_20\">\r\n     <!-- Temparature (°C) -->\r\n     <defs>\r\n      <path d=\"M 18.109375 8.203125 \r\nL 18.109375 -20.796875 \r\nL 9.078125 -20.796875 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.390625 \r\nQ 20.953125 51.265625 25.265625 53.625 \r\nQ 29.59375 56 35.59375 56 \r\nQ 45.5625 56 51.78125 48.09375 \r\nQ 58.015625 40.1875 58.015625 27.296875 \r\nQ 58.015625 14.40625 51.78125 6.484375 \r\nQ 45.5625 -1.421875 35.59375 -1.421875 \r\nQ 29.59375 -1.421875 25.265625 0.953125 \r\nQ 20.953125 3.328125 18.109375 8.203125 \r\nz\r\nM 48.6875 27.296875 \r\nQ 48.6875 37.203125 44.609375 42.84375 \r\nQ 40.53125 48.484375 33.40625 48.484375 \r\nQ 26.265625 48.484375 22.1875 42.84375 \r\nQ 18.109375 37.203125 18.109375 27.296875 \r\nQ 18.109375 17.390625 22.1875 11.75 \r\nQ 26.265625 6.109375 33.40625 6.109375 \r\nQ 40.53125 6.109375 44.609375 11.75 \r\nQ 48.6875 17.390625 48.6875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-112\"/>\r\n      <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n      <path d=\"M 18.3125 70.21875 \r\nL 18.3125 54.6875 \r\nL 36.8125 54.6875 \r\nL 36.8125 47.703125 \r\nL 18.3125 47.703125 \r\nL 18.3125 18.015625 \r\nQ 18.3125 11.328125 20.140625 9.421875 \r\nQ 21.96875 7.515625 27.59375 7.515625 \r\nL 36.8125 7.515625 \r\nL 36.8125 0 \r\nL 27.59375 0 \r\nQ 17.1875 0 13.234375 3.875 \r\nQ 9.28125 7.765625 9.28125 18.015625 \r\nL 9.28125 47.703125 \r\nL 2.6875 47.703125 \r\nL 2.6875 54.6875 \r\nL 9.28125 54.6875 \r\nL 9.28125 70.21875 \r\nz\r\n\" id=\"DejaVuSans-116\"/>\r\n      <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n      <path id=\"DejaVuSans-32\"/>\r\n      <path d=\"M 31 75.875 \r\nQ 24.46875 64.65625 21.28125 53.65625 \r\nQ 18.109375 42.671875 18.109375 31.390625 \r\nQ 18.109375 20.125 21.3125 9.0625 \r\nQ 24.515625 -2 31 -13.1875 \r\nL 23.1875 -13.1875 \r\nQ 15.875 -1.703125 12.234375 9.375 \r\nQ 8.59375 20.453125 8.59375 31.390625 \r\nQ 8.59375 42.28125 12.203125 53.3125 \r\nQ 15.828125 64.359375 23.1875 75.875 \r\nz\r\n\" id=\"DejaVuSans-40\"/>\r\n      <path d=\"M 25 67.921875 \r\nQ 21.09375 67.921875 18.40625 65.203125 \r\nQ 15.71875 62.5 15.71875 58.59375 \r\nQ 15.71875 54.734375 18.40625 52.078125 \r\nQ 21.09375 49.421875 25 49.421875 \r\nQ 28.90625 49.421875 31.59375 52.078125 \r\nQ 34.28125 54.734375 34.28125 58.59375 \r\nQ 34.28125 62.453125 31.5625 65.1875 \r\nQ 28.859375 67.921875 25 67.921875 \r\nz\r\nM 25 74.21875 \r\nQ 28.125 74.21875 31 73.015625 \r\nQ 33.890625 71.828125 35.984375 69.578125 \r\nQ 38.234375 67.390625 39.359375 64.59375 \r\nQ 40.484375 61.8125 40.484375 58.59375 \r\nQ 40.484375 52.15625 35.96875 47.6875 \r\nQ 31.453125 43.21875 24.90625 43.21875 \r\nQ 18.3125 43.21875 13.90625 47.609375 \r\nQ 9.515625 52 9.515625 58.59375 \r\nQ 9.515625 65.140625 14 69.671875 \r\nQ 18.5 74.21875 25 74.21875 \r\nz\r\n\" id=\"DejaVuSans-176\"/>\r\n      <path d=\"M 64.40625 67.28125 \r\nL 64.40625 56.890625 \r\nQ 59.421875 61.53125 53.78125 63.8125 \r\nQ 48.140625 66.109375 41.796875 66.109375 \r\nQ 29.296875 66.109375 22.65625 58.46875 \r\nQ 16.015625 50.828125 16.015625 36.375 \r\nQ 16.015625 21.96875 22.65625 14.328125 \r\nQ 29.296875 6.6875 41.796875 6.6875 \r\nQ 48.140625 6.6875 53.78125 8.984375 \r\nQ 59.421875 11.28125 64.40625 15.921875 \r\nL 64.40625 5.609375 \r\nQ 59.234375 2.09375 53.4375 0.328125 \r\nQ 47.65625 -1.421875 41.21875 -1.421875 \r\nQ 24.65625 -1.421875 15.125 8.703125 \r\nQ 5.609375 18.84375 5.609375 36.375 \r\nQ 5.609375 53.953125 15.125 64.078125 \r\nQ 24.65625 74.21875 41.21875 74.21875 \r\nQ 47.75 74.21875 53.53125 72.484375 \r\nQ 59.328125 70.75 64.40625 67.28125 \r\nz\r\n\" id=\"DejaVuSans-67\"/>\r\n      <path d=\"M 8.015625 75.875 \r\nL 15.828125 75.875 \r\nQ 23.140625 64.359375 26.78125 53.3125 \r\nQ 30.421875 42.28125 30.421875 31.390625 \r\nQ 30.421875 20.453125 26.78125 9.375 \r\nQ 23.140625 -1.703125 15.828125 -13.1875 \r\nL 8.015625 -13.1875 \r\nQ 14.5 -2 17.703125 9.0625 \r\nQ 20.90625 20.125 20.90625 31.390625 \r\nQ 20.90625 42.671875 17.703125 53.65625 \r\nQ 14.5 64.65625 8.015625 75.875 \r\nz\r\n\" id=\"DejaVuSans-41\"/>\r\n     </defs>\r\n     <g transform=\"translate(14.798438 163.377187)rotate(-90)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-84\"/>\r\n      <use x=\"44.083984\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"105.607422\" xlink:href=\"#DejaVuSans-109\"/>\r\n      <use x=\"203.019531\" xlink:href=\"#DejaVuSans-112\"/>\r\n      <use x=\"266.496094\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"327.775391\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"368.888672\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"430.167969\" xlink:href=\"#DejaVuSans-116\"/>\r\n      <use x=\"469.376953\" xlink:href=\"#DejaVuSans-117\"/>\r\n      <use x=\"532.755859\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"571.619141\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"633.142578\" xlink:href=\"#DejaVuSans-32\"/>\r\n      <use x=\"664.929688\" xlink:href=\"#DejaVuSans-40\"/>\r\n      <use x=\"703.943359\" xlink:href=\"#DejaVuSans-176\"/>\r\n      <use x=\"753.943359\" xlink:href=\"#DejaVuSans-67\"/>\r\n      <use x=\"823.767578\" xlink:href=\"#DejaVuSans-41\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_19\">\r\n    <path clip-path=\"url(#p854607fb59)\" d=\"M 55.821307 201.337903 \r\nL 57.263127 189.71573 \r\nL 58.611927 145.781362 \r\nL 60.053747 94.056307 \r\nL 61.449057 72.983136 \r\nL 62.890878 84.477593 \r\nL 64.286188 93.162294 \r\nL 65.728008 97.760076 \r\nL 67.169829 103.507305 \r\nL 68.565139 115.640342 \r\nL 70.006959 151.784023 \r\nL 71.402269 191.248325 \r\nL 72.84409 206.063402 \r\nL 74.28591 174.134356 \r\nL 75.588199 134.286905 \r\nL 78.42533 66.086462 \r\nL 79.86715 83.072715 \r\nL 81.26246 89.458524 \r\nL 82.704281 89.58624 \r\nL 84.146101 99.29267 \r\nL 85.541411 116.789788 \r\nL 88.378542 192.653203 \r\nL 89.820362 202.487349 \r\nL 91.262183 180.264733 \r\nL 92.564472 130.199988 \r\nL 94.006292 89.075376 \r\nL 95.401602 64.8093 \r\nL 96.843423 74.898879 \r\nL 98.238733 78.730364 \r\nL 99.680553 94.056307 \r\nL 101.122374 104.784466 \r\nL 102.517684 117.428369 \r\nL 103.959504 146.419943 \r\nL 105.354814 188.566285 \r\nL 106.796635 204.78624 \r\nL 108.238455 173.751207 \r\nL 109.540744 140.672715 \r\nL 110.982565 93.800874 \r\nL 112.377875 76.559189 \r\nL 113.819695 71.83369 \r\nL 115.215005 90.735686 \r\nL 116.656826 94.311739 \r\nL 118.098646 100.697549 \r\nL 119.493956 124.069611 \r\nL 122.331087 192.142338 \r\nL 123.772907 201.848768 \r\nL 125.214728 173.751207 \r\nL 126.563527 107.849655 \r\nL 128.005348 92.651429 \r\nL 129.400658 83.200431 \r\nL 130.842478 85.499322 \r\nL 132.237788 91.885132 \r\nL 133.679609 95.461185 \r\nL 135.121429 100.058968 \r\nL 136.516739 131.477149 \r\nL 137.95856 155.870941 \r\nL 139.35387 187.799988 \r\nL 140.79569 198.78358 \r\nL 142.23751 180.392449 \r\nL 143.5398 134.031473 \r\nL 144.98162 102.357859 \r\nL 146.37693 81.923269 \r\nL 147.818751 72.089123 \r\nL 149.214061 93.162294 \r\nL 150.655881 92.26828 \r\nL 152.097702 99.803535 \r\nL 153.493012 125.09134 \r\nL 154.934832 164.811074 \r\nL 156.330142 196.740121 \r\nL 157.771963 187.416839 \r\nL 159.213783 148.335686 \r\nL 160.516072 136.968945 \r\nL 161.957893 99.675819 \r\nL 163.353203 74.260298 \r\nL 164.795023 83.072715 \r\nL 166.190333 85.754755 \r\nL 169.073974 104.912183 \r\nL 170.469284 117.811517 \r\nL 173.306415 187.03369 \r\nL 174.748235 196.612404 \r\nL 176.190055 174.517504 \r\nL 177.492345 141.949877 \r\nL 178.934165 88.309078 \r\nL 180.329475 74.004866 \r\nL 181.771296 80.773823 \r\nL 183.166606 89.075376 \r\nL 184.608426 92.779145 \r\nL 186.050247 102.485575 \r\nL 187.445557 124.069611 \r\nL 188.887377 156.25409 \r\nL 190.282687 191.376041 \r\nL 191.724508 206.191118 \r\nL 193.166328 189.077149 \r\nL 194.515128 130.327704 \r\nL 197.352258 79.368945 \r\nL 198.794079 83.455863 \r\nL 200.189389 91.118835 \r\nL 201.631209 97.504644 \r\nL 203.073029 104.65675 \r\nL 204.468339 117.04522 \r\nL 205.91016 154.849211 \r\nL 207.30547 178.987571 \r\nL 208.74729 189.588014 \r\nL 210.189111 165.705087 \r\nL 211.4914 128.795109 \r\nL 212.933221 93.034577 \r\nL 214.328531 75.665176 \r\nL 215.770351 74.898879 \r\nL 217.165661 86.9042 \r\nL 218.607482 86.648768 \r\nL 220.049302 96.099766 \r\nL 221.444612 120.493557 \r\nL 222.886432 157.403535 \r\nL 224.281742 184.096218 \r\nL 225.723563 197.76185 \r\nL 227.165383 171.196883 \r\nL 228.467673 103.507305 \r\nL 229.909493 79.624378 \r\nL 231.304803 69.534799 \r\nL 232.746624 78.2195 \r\nL 234.141934 90.480254 \r\nL 235.583754 93.29001 \r\nL 237.025574 102.613291 \r\nL 238.420885 115.640342 \r\nL 239.862705 148.846551 \r\nL 241.258015 196.867837 \r\nL 242.699835 208.362294 \r\nL 244.141656 176.816396 \r\nL 245.443945 134.414622 \r\nL 246.885766 108.999101 \r\nL 248.281076 72.983136 \r\nL 249.722896 77.070054 \r\nL 251.118206 89.841673 \r\nL 252.560027 94.95032 \r\nL 254.001847 101.336129 \r\nL 255.397157 116.534356 \r\nL 256.838977 150.634577 \r\nL 258.234287 188.949433 \r\nL 259.676108 209.256307 \r\nL 261.117928 181.414178 \r\nL 262.466728 136.074932 \r\nL 263.908548 98.909522 \r\nL 265.303858 75.53746 \r\nL 266.745679 73.110852 \r\nL 268.140989 84.988458 \r\nL 271.02463 101.97471 \r\nL 272.41994 124.963624 \r\nL 275.25707 188.05542 \r\nL 276.698891 201.210187 \r\nL 278.140711 173.240342 \r\nL 279.443001 129.050542 \r\nL 280.884821 97.887792 \r\nL 282.280131 71.195109 \r\nL 285.117261 91.118835 \r\nL 286.559082 94.694888 \r\nL 288.000902 99.164954 \r\nL 289.396212 115.001761 \r\nL 290.838033 159.063846 \r\nL 292.233343 190.865176 \r\nL 293.675163 202.1042 \r\nL 295.116984 182.435908 \r\nL 296.419273 144.248768 \r\nL 297.861093 98.65409 \r\nL 299.256404 78.985797 \r\nL 300.698224 66.597327 \r\nL 302.093534 83.839012 \r\nL 303.535354 92.140564 \r\nL 304.977175 102.485575 \r\nL 306.372485 118.194666 \r\nL 307.814305 154.593779 \r\nL 309.209615 65.575597 \r\nL 310.651436 199.42216 \r\nL 312.093256 171.196883 \r\nL 313.395546 141.949877 \r\nL 314.837366 103.635021 \r\nL 316.232676 74.260298 \r\nL 317.674496 82.817282 \r\nL 319.069806 84.349877 \r\nL 320.511627 89.330808 \r\nL 321.953447 96.993779 \r\nL 323.348757 112.575154 \r\nL 326.185888 184.223934 \r\nL 327.627708 175.156085 \r\nL 329.069529 141.18358 \r\nL 330.418328 102.485575 \r\nL 331.860149 64.8093 \r\nL 333.255459 53.953424 \r\nL 334.697279 37.478036 \r\nL 336.092589 31.347659 \r\nL 337.53441 31.219943 \r\nL 338.97623 49.994223 \r\nL 340.37154 74.388014 \r\nL 341.813361 111.553424 \r\nL 343.208671 162.767615 \r\nL 344.650491 179.370719 \r\nL 346.092311 147.569389 \r\nL 347.394601 115.640342 \r\nL 348.836421 69.790231 \r\nL 350.231731 53.187127 \r\nL 351.673552 66.341894 \r\nL 353.068862 80.773823 \r\nL 354.510682 83.200431 \r\nL 355.952503 83.328147 \r\nL 357.347813 94.439455 \r\nL 358.789633 136.841229 \r\nL 360.184943 168.131695 \r\nL 360.184943 168.131695 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 40.603125 218.158125 \r\nL 40.603125 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 375.403125 218.158125 \r\nL 375.403125 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 40.603125 218.158125 \r\nL 375.403125 218.158125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 40.603125 22.318125 \r\nL 375.403125 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_21\">\r\n    <!-- Average Temperature of India (2000-2018) -->\r\n    <defs>\r\n     <path d=\"M 34.1875 63.1875 \r\nL 20.796875 26.90625 \r\nL 47.609375 26.90625 \r\nz\r\nM 28.609375 72.90625 \r\nL 39.796875 72.90625 \r\nL 67.578125 0 \r\nL 57.328125 0 \r\nL 50.6875 18.703125 \r\nL 17.828125 18.703125 \r\nL 11.1875 0 \r\nL 0.78125 0 \r\nz\r\n\" id=\"DejaVuSans-65\"/>\r\n     <path d=\"M 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 8.796875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nL 35.6875 0 \r\nL 23.484375 0 \r\nz\r\n\" id=\"DejaVuSans-118\"/>\r\n     <path d=\"M 45.40625 27.984375 \r\nQ 45.40625 37.75 41.375 43.109375 \r\nQ 37.359375 48.484375 30.078125 48.484375 \r\nQ 22.859375 48.484375 18.828125 43.109375 \r\nQ 14.796875 37.75 14.796875 27.984375 \r\nQ 14.796875 18.265625 18.828125 12.890625 \r\nQ 22.859375 7.515625 30.078125 7.515625 \r\nQ 37.359375 7.515625 41.375 12.890625 \r\nQ 45.40625 18.265625 45.40625 27.984375 \r\nz\r\nM 54.390625 6.78125 \r\nQ 54.390625 -7.171875 48.1875 -13.984375 \r\nQ 42 -20.796875 29.203125 -20.796875 \r\nQ 24.46875 -20.796875 20.265625 -20.09375 \r\nQ 16.0625 -19.390625 12.109375 -17.921875 \r\nL 12.109375 -9.1875 \r\nQ 16.0625 -11.328125 19.921875 -12.34375 \r\nQ 23.78125 -13.375 27.78125 -13.375 \r\nQ 36.625 -13.375 41.015625 -8.765625 \r\nQ 45.40625 -4.15625 45.40625 5.171875 \r\nL 45.40625 9.625 \r\nQ 42.625 4.78125 38.28125 2.390625 \r\nQ 33.9375 0 27.875 0 \r\nQ 17.828125 0 11.671875 7.65625 \r\nQ 5.515625 15.328125 5.515625 27.984375 \r\nQ 5.515625 40.671875 11.671875 48.328125 \r\nQ 17.828125 56 27.875 56 \r\nQ 33.9375 56 38.28125 53.609375 \r\nQ 42.625 51.21875 45.40625 46.390625 \r\nL 45.40625 54.6875 \r\nL 54.390625 54.6875 \r\nz\r\n\" id=\"DejaVuSans-103\"/>\r\n     <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n     <path d=\"M 37.109375 75.984375 \r\nL 37.109375 68.5 \r\nL 28.515625 68.5 \r\nQ 23.6875 68.5 21.796875 66.546875 \r\nQ 19.921875 64.59375 19.921875 59.515625 \r\nL 19.921875 54.6875 \r\nL 34.71875 54.6875 \r\nL 34.71875 47.703125 \r\nL 19.921875 47.703125 \r\nL 19.921875 0 \r\nL 10.890625 0 \r\nL 10.890625 47.703125 \r\nL 2.296875 47.703125 \r\nL 2.296875 54.6875 \r\nL 10.890625 54.6875 \r\nL 10.890625 58.5 \r\nQ 10.890625 67.625 15.140625 71.796875 \r\nQ 19.390625 75.984375 28.609375 75.984375 \r\nz\r\n\" id=\"DejaVuSans-102\"/>\r\n     <path d=\"M 9.8125 72.90625 \r\nL 19.671875 72.90625 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nz\r\n\" id=\"DejaVuSans-73\"/>\r\n     <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n     <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n     <path d=\"M 4.890625 31.390625 \r\nL 31.203125 31.390625 \r\nL 31.203125 23.390625 \r\nL 4.890625 23.390625 \r\nz\r\n\" id=\"DejaVuSans-45\"/>\r\n    </defs>\r\n    <g transform=\"translate(79.8375 16.318125)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-65\"/>\r\n     <use x=\"62.533203\" xlink:href=\"#DejaVuSans-118\"/>\r\n     <use x=\"121.712891\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"183.236328\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"224.349609\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"285.628906\" xlink:href=\"#DejaVuSans-103\"/>\r\n     <use x=\"349.105469\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"410.628906\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"442.416016\" xlink:href=\"#DejaVuSans-84\"/>\r\n     <use x=\"486.5\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"548.023438\" xlink:href=\"#DejaVuSans-109\"/>\r\n     <use x=\"645.435547\" xlink:href=\"#DejaVuSans-112\"/>\r\n     <use x=\"708.912109\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"770.435547\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"811.548828\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"872.828125\" xlink:href=\"#DejaVuSans-116\"/>\r\n     <use x=\"912.037109\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"975.416016\" xlink:href=\"#DejaVuSans-114\"/>\r\n     <use x=\"1014.279297\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"1075.802734\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"1107.589844\" xlink:href=\"#DejaVuSans-111\"/>\r\n     <use x=\"1168.771484\" xlink:href=\"#DejaVuSans-102\"/>\r\n     <use x=\"1203.976562\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"1235.763672\" xlink:href=\"#DejaVuSans-73\"/>\r\n     <use x=\"1265.255859\" xlink:href=\"#DejaVuSans-110\"/>\r\n     <use x=\"1328.634766\" xlink:href=\"#DejaVuSans-100\"/>\r\n     <use x=\"1392.111328\" xlink:href=\"#DejaVuSans-105\"/>\r\n     <use x=\"1419.894531\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"1481.173828\" xlink:href=\"#DejaVuSans-32\"/>\r\n     <use x=\"1512.960938\" xlink:href=\"#DejaVuSans-40\"/>\r\n     <use x=\"1551.974609\" xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"1615.597656\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"1679.220703\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"1742.84375\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"1806.466797\" xlink:href=\"#DejaVuSans-45\"/>\r\n     <use x=\"1842.550781\" xlink:href=\"#DejaVuSans-50\"/>\r\n     <use x=\"1906.173828\" xlink:href=\"#DejaVuSans-48\"/>\r\n     <use x=\"1969.796875\" xlink:href=\"#DejaVuSans-49\"/>\r\n     <use x=\"2033.419922\" xlink:href=\"#DejaVuSans-56\"/>\r\n     <use x=\"2097.042969\" xlink:href=\"#DejaVuSans-41\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p854607fb59\">\r\n   <rect height=\"195.84\" width=\"334.8\" x=\"40.603125\" y=\"22.318125\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from time_series import TimeSeries\n",
    "\n",
    "# Imports for data visualization\n",
    "import matplotlib.pyplot as plt\n",
    "import pandas as pd\n",
    "from matplotlib.dates import DateFormatter\n",
    "from matplotlib import dates as mpld\n",
    "\n",
    "from pandas.plotting import register_matplotlib_converters\n",
    "register_matplotlib_converters()\n",
    "\n",
    "ts = TimeSeries('dataset/average_temp_india.csv', train_size=0.7)\n",
    "\n",
    "plt.plot(ts.data.iloc[:,1].index,ts.data.iloc[:,1])\n",
    "plt.gcf().autofmt_xdate()\n",
    "plt.title(\"Average Temperature of India (2000-2018)\")\n",
    "plt.xlabel(\"Time\")\n",
    "plt.ylabel(\"Temparature (°C)\")\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "output_type": "display_data",
     "data": {
      "text/plain": "<Figure size 432x288 with 4 Axes>",
      "image/svg+xml": "<?xml version=\"1.0\" encoding=\"utf-8\" standalone=\"no\"?>\r\n<!DOCTYPE svg PUBLIC \"-//W3C//DTD SVG 1.1//EN\"\r\n  \"http://www.w3.org/Graphics/SVG/1.1/DTD/svg11.dtd\">\r\n<!-- Created with matplotlib (https://matplotlib.org/) -->\r\n<svg height=\"279.59625pt\" version=\"1.1\" viewBox=\"0 0 431.99375 279.59625\" width=\"431.99375pt\" xmlns=\"http://www.w3.org/2000/svg\" xmlns:xlink=\"http://www.w3.org/1999/xlink\">\r\n <defs>\r\n  <style type=\"text/css\">\r\n*{stroke-linecap:butt;stroke-linejoin:round;}\r\n  </style>\r\n </defs>\r\n <g id=\"figure_1\">\r\n  <g id=\"patch_1\">\r\n   <path d=\"M 0 279.59625 \r\nL 431.99375 279.59625 \r\nL 431.99375 0 \r\nL 0 0 \r\nz\r\n\" style=\"fill:none;\"/>\r\n  </g>\r\n  <g id=\"axes_1\">\r\n   <g id=\"patch_2\">\r\n    <path d=\"M 50.14375 57.080734 \r\nL 424.79375 57.080734 \r\nL 424.79375 22.318125 \r\nL 50.14375 22.318125 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_1\">\r\n    <g id=\"xtick_1\">\r\n     <g id=\"line2d_1\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL 0 3.5 \r\n\" id=\"m7d895f71dc\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m7d895f71dc\" y=\"57.080734\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_1\">\r\n      <!-- 2000 -->\r\n      <defs>\r\n       <path d=\"M 19.1875 8.296875 \r\nL 53.609375 8.296875 \r\nL 53.609375 0 \r\nL 7.328125 0 \r\nL 7.328125 8.296875 \r\nQ 12.9375 14.109375 22.625 23.890625 \r\nQ 32.328125 33.6875 34.8125 36.53125 \r\nQ 39.546875 41.84375 41.421875 45.53125 \r\nQ 43.3125 49.21875 43.3125 52.78125 \r\nQ 43.3125 58.59375 39.234375 62.25 \r\nQ 35.15625 65.921875 28.609375 65.921875 \r\nQ 23.96875 65.921875 18.8125 64.3125 \r\nQ 13.671875 62.703125 7.8125 59.421875 \r\nL 7.8125 69.390625 \r\nQ 13.765625 71.78125 18.9375 73 \r\nQ 24.125 74.21875 28.421875 74.21875 \r\nQ 39.75 74.21875 46.484375 68.546875 \r\nQ 53.21875 62.890625 53.21875 53.421875 \r\nQ 53.21875 48.921875 51.53125 44.890625 \r\nQ 49.859375 40.875 45.40625 35.40625 \r\nQ 44.1875 33.984375 37.640625 27.21875 \r\nQ 31.109375 20.453125 19.1875 8.296875 \r\nz\r\n\" id=\"DejaVuSans-50\"/>\r\n       <path d=\"M 31.78125 66.40625 \r\nQ 24.171875 66.40625 20.328125 58.90625 \r\nQ 16.5 51.421875 16.5 36.375 \r\nQ 16.5 21.390625 20.328125 13.890625 \r\nQ 24.171875 6.390625 31.78125 6.390625 \r\nQ 39.453125 6.390625 43.28125 13.890625 \r\nQ 47.125 21.390625 47.125 36.375 \r\nQ 47.125 51.421875 43.28125 58.90625 \r\nQ 39.453125 66.40625 31.78125 66.40625 \r\nz\r\nM 31.78125 74.21875 \r\nQ 44.046875 74.21875 50.515625 64.515625 \r\nQ 56.984375 54.828125 56.984375 36.375 \r\nQ 56.984375 17.96875 50.515625 8.265625 \r\nQ 44.046875 -1.421875 31.78125 -1.421875 \r\nQ 19.53125 -1.421875 13.0625 8.265625 \r\nQ 6.59375 17.96875 6.59375 36.375 \r\nQ 6.59375 54.828125 13.0625 64.515625 \r\nQ 19.53125 74.21875 31.78125 74.21875 \r\nz\r\n\" id=\"DejaVuSans-48\"/>\r\n      </defs>\r\n      <g transform=\"translate(37.41875 71.679171)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_2\">\r\n     <g id=\"line2d_2\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.99417\" xlink:href=\"#m7d895f71dc\" y=\"57.080734\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_2\">\r\n      <!-- 2002 -->\r\n      <g transform=\"translate(79.26917 71.679171)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_3\">\r\n     <g id=\"line2d_3\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.78734\" xlink:href=\"#m7d895f71dc\" y=\"57.080734\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_3\">\r\n      <!-- 2004 -->\r\n      <defs>\r\n       <path d=\"M 37.796875 64.3125 \r\nL 12.890625 25.390625 \r\nL 37.796875 25.390625 \r\nz\r\nM 35.203125 72.90625 \r\nL 47.609375 72.90625 \r\nL 47.609375 25.390625 \r\nL 58.015625 25.390625 \r\nL 58.015625 17.1875 \r\nL 47.609375 17.1875 \r\nL 47.609375 0 \r\nL 37.796875 0 \r\nL 37.796875 17.1875 \r\nL 4.890625 17.1875 \r\nL 4.890625 26.703125 \r\nz\r\n\" id=\"DejaVuSans-52\"/>\r\n      </defs>\r\n      <g transform=\"translate(121.06234 71.679171)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_4\">\r\n     <g id=\"line2d_4\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"175.63776\" xlink:href=\"#m7d895f71dc\" y=\"57.080734\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_4\">\r\n      <!-- 2006 -->\r\n      <defs>\r\n       <path d=\"M 33.015625 40.375 \r\nQ 26.375 40.375 22.484375 35.828125 \r\nQ 18.609375 31.296875 18.609375 23.390625 \r\nQ 18.609375 15.53125 22.484375 10.953125 \r\nQ 26.375 6.390625 33.015625 6.390625 \r\nQ 39.65625 6.390625 43.53125 10.953125 \r\nQ 47.40625 15.53125 47.40625 23.390625 \r\nQ 47.40625 31.296875 43.53125 35.828125 \r\nQ 39.65625 40.375 33.015625 40.375 \r\nz\r\nM 52.59375 71.296875 \r\nL 52.59375 62.3125 \r\nQ 48.875 64.0625 45.09375 64.984375 \r\nQ 41.3125 65.921875 37.59375 65.921875 \r\nQ 27.828125 65.921875 22.671875 59.328125 \r\nQ 17.53125 52.734375 16.796875 39.40625 \r\nQ 19.671875 43.65625 24.015625 45.921875 \r\nQ 28.375 48.1875 33.59375 48.1875 \r\nQ 44.578125 48.1875 50.953125 41.515625 \r\nQ 57.328125 34.859375 57.328125 23.390625 \r\nQ 57.328125 12.15625 50.6875 5.359375 \r\nQ 44.046875 -1.421875 33.015625 -1.421875 \r\nQ 20.359375 -1.421875 13.671875 8.265625 \r\nQ 6.984375 17.96875 6.984375 36.375 \r\nQ 6.984375 53.65625 15.1875 63.9375 \r\nQ 23.390625 74.21875 37.203125 74.21875 \r\nQ 40.921875 74.21875 44.703125 73.484375 \r\nQ 48.484375 72.75 52.59375 71.296875 \r\nz\r\n\" id=\"DejaVuSans-54\"/>\r\n      </defs>\r\n      <g transform=\"translate(162.91276 71.679171)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_5\">\r\n     <g id=\"line2d_5\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"217.430929\" xlink:href=\"#m7d895f71dc\" y=\"57.080734\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_5\">\r\n      <!-- 2008 -->\r\n      <defs>\r\n       <path d=\"M 31.78125 34.625 \r\nQ 24.75 34.625 20.71875 30.859375 \r\nQ 16.703125 27.09375 16.703125 20.515625 \r\nQ 16.703125 13.921875 20.71875 10.15625 \r\nQ 24.75 6.390625 31.78125 6.390625 \r\nQ 38.8125 6.390625 42.859375 10.171875 \r\nQ 46.921875 13.96875 46.921875 20.515625 \r\nQ 46.921875 27.09375 42.890625 30.859375 \r\nQ 38.875 34.625 31.78125 34.625 \r\nz\r\nM 21.921875 38.8125 \r\nQ 15.578125 40.375 12.03125 44.71875 \r\nQ 8.5 49.078125 8.5 55.328125 \r\nQ 8.5 64.0625 14.71875 69.140625 \r\nQ 20.953125 74.21875 31.78125 74.21875 \r\nQ 42.671875 74.21875 48.875 69.140625 \r\nQ 55.078125 64.0625 55.078125 55.328125 \r\nQ 55.078125 49.078125 51.53125 44.71875 \r\nQ 48 40.375 41.703125 38.8125 \r\nQ 48.828125 37.15625 52.796875 32.3125 \r\nQ 56.78125 27.484375 56.78125 20.515625 \r\nQ 56.78125 9.90625 50.3125 4.234375 \r\nQ 43.84375 -1.421875 31.78125 -1.421875 \r\nQ 19.734375 -1.421875 13.25 4.234375 \r\nQ 6.78125 9.90625 6.78125 20.515625 \r\nQ 6.78125 27.484375 10.78125 32.3125 \r\nQ 14.796875 37.15625 21.921875 38.8125 \r\nz\r\nM 18.3125 54.390625 \r\nQ 18.3125 48.734375 21.84375 45.5625 \r\nQ 25.390625 42.390625 31.78125 42.390625 \r\nQ 38.140625 42.390625 41.71875 45.5625 \r\nQ 45.3125 48.734375 45.3125 54.390625 \r\nQ 45.3125 60.0625 41.71875 63.234375 \r\nQ 38.140625 66.40625 31.78125 66.40625 \r\nQ 25.390625 66.40625 21.84375 63.234375 \r\nQ 18.3125 60.0625 18.3125 54.390625 \r\nz\r\n\" id=\"DejaVuSans-56\"/>\r\n      </defs>\r\n      <g transform=\"translate(204.705929 71.679171)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_6\">\r\n     <g id=\"line2d_6\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"259.281349\" xlink:href=\"#m7d895f71dc\" y=\"57.080734\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_6\">\r\n      <!-- 2010 -->\r\n      <defs>\r\n       <path d=\"M 12.40625 8.296875 \r\nL 28.515625 8.296875 \r\nL 28.515625 63.921875 \r\nL 10.984375 60.40625 \r\nL 10.984375 69.390625 \r\nL 28.421875 72.90625 \r\nL 38.28125 72.90625 \r\nL 38.28125 8.296875 \r\nL 54.390625 8.296875 \r\nL 54.390625 0 \r\nL 12.40625 0 \r\nz\r\n\" id=\"DejaVuSans-49\"/>\r\n      </defs>\r\n      <g transform=\"translate(246.556349 71.679171)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_7\">\r\n     <g id=\"line2d_7\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"301.074519\" xlink:href=\"#m7d895f71dc\" y=\"57.080734\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_7\">\r\n      <!-- 2012 -->\r\n      <g transform=\"translate(288.349519 71.679171)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_8\">\r\n     <g id=\"line2d_8\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"342.924939\" xlink:href=\"#m7d895f71dc\" y=\"57.080734\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_8\">\r\n      <!-- 2014 -->\r\n      <g transform=\"translate(330.199939 71.679171)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_9\">\r\n     <g id=\"line2d_9\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"384.718108\" xlink:href=\"#m7d895f71dc\" y=\"57.080734\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_9\">\r\n      <!-- 2016 -->\r\n      <g transform=\"translate(371.993108 71.679171)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_2\">\r\n    <g id=\"ytick_1\">\r\n     <g id=\"line2d_10\">\r\n      <defs>\r\n       <path d=\"M 0 0 \r\nL -3.5 0 \r\n\" id=\"m133e702c63\" style=\"stroke:#000000;stroke-width:0.8;\"/>\r\n      </defs>\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m133e702c63\" y=\"51.533316\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_10\">\r\n      <!-- 20 -->\r\n      <g transform=\"translate(30.41875 55.332535)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_2\">\r\n     <g id=\"line2d_11\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m133e702c63\" y=\"28.863035\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_11\">\r\n      <!-- 30 -->\r\n      <defs>\r\n       <path d=\"M 40.578125 39.3125 \r\nQ 47.65625 37.796875 51.625 33 \r\nQ 55.609375 28.21875 55.609375 21.1875 \r\nQ 55.609375 10.40625 48.1875 4.484375 \r\nQ 40.765625 -1.421875 27.09375 -1.421875 \r\nQ 22.515625 -1.421875 17.65625 -0.515625 \r\nQ 12.796875 0.390625 7.625 2.203125 \r\nL 7.625 11.71875 \r\nQ 11.71875 9.328125 16.59375 8.109375 \r\nQ 21.484375 6.890625 26.8125 6.890625 \r\nQ 36.078125 6.890625 40.9375 10.546875 \r\nQ 45.796875 14.203125 45.796875 21.1875 \r\nQ 45.796875 27.640625 41.28125 31.265625 \r\nQ 36.765625 34.90625 28.71875 34.90625 \r\nL 20.21875 34.90625 \r\nL 20.21875 43.015625 \r\nL 29.109375 43.015625 \r\nQ 36.375 43.015625 40.234375 45.921875 \r\nQ 44.09375 48.828125 44.09375 54.296875 \r\nQ 44.09375 59.90625 40.109375 62.90625 \r\nQ 36.140625 65.921875 28.71875 65.921875 \r\nQ 24.65625 65.921875 20.015625 65.03125 \r\nQ 15.375 64.15625 9.8125 62.3125 \r\nL 9.8125 71.09375 \r\nQ 15.4375 72.65625 20.34375 73.4375 \r\nQ 25.25 74.21875 29.59375 74.21875 \r\nQ 40.828125 74.21875 47.359375 69.109375 \r\nQ 53.90625 64.015625 53.90625 55.328125 \r\nQ 53.90625 49.265625 50.4375 45.09375 \r\nQ 46.96875 40.921875 40.578125 39.3125 \r\nz\r\n\" id=\"DejaVuSans-51\"/>\r\n      </defs>\r\n      <g transform=\"translate(30.41875 32.662254)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-51\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_12\">\r\n    <path clip-path=\"url(#p5445edd098)\" d=\"M 50.14375 54.095058 \r\nL 51.918528 52.032062 \r\nL 53.578805 44.233486 \r\nL 55.353583 35.052022 \r\nL 57.071111 31.311425 \r\nL 58.845889 33.351751 \r\nL 60.563417 34.89333 \r\nL 62.338195 35.70946 \r\nL 64.112974 36.729623 \r\nL 65.830501 38.883299 \r\nL 67.60528 45.298989 \r\nL 69.322807 52.304106 \r\nL 71.097586 54.933858 \r\nL 72.872364 49.266288 \r\nL 74.47539 42.19316 \r\nL 77.967696 30.08723 \r\nL 79.742474 33.102378 \r\nL 81.460002 34.235892 \r\nL 83.23478 34.258562 \r\nL 85.009558 35.981503 \r\nL 86.727086 39.087332 \r\nL 90.219392 52.553479 \r\nL 91.99417 54.29909 \r\nL 93.768949 50.354461 \r\nL 95.371974 41.467711 \r\nL 97.146753 34.167881 \r\nL 98.86428 29.860527 \r\nL 100.639059 31.65148 \r\nL 102.356586 32.331588 \r\nL 104.131365 35.052022 \r\nL 105.906143 36.956325 \r\nL 107.623671 39.200683 \r\nL 109.398449 44.346837 \r\nL 111.115976 51.82803 \r\nL 112.890755 54.707155 \r\nL 114.665533 49.198277 \r\nL 116.268559 43.326674 \r\nL 118.043337 35.006681 \r\nL 119.760865 31.946193 \r\nL 121.535643 31.107393 \r\nL 123.253171 34.462594 \r\nL 125.027949 35.097362 \r\nL 126.802728 36.230876 \r\nL 128.520255 40.379538 \r\nL 132.012561 52.462797 \r\nL 133.78734 54.185739 \r\nL 135.562118 49.198277 \r\nL 137.222395 37.500412 \r\nL 138.997173 34.802649 \r\nL 140.7147 33.125048 \r\nL 142.489479 33.533113 \r\nL 144.207006 34.666627 \r\nL 145.981785 35.301395 \r\nL 147.756563 36.117525 \r\nL 149.474091 41.694414 \r\nL 151.248869 46.024438 \r\nL 152.966397 51.692008 \r\nL 154.741175 53.641652 \r\nL 156.515954 50.377132 \r\nL 158.118979 42.14782 \r\nL 159.893758 36.52559 \r\nL 161.611285 32.898345 \r\nL 163.386064 31.152733 \r\nL 165.103591 34.89333 \r\nL 166.878369 34.734638 \r\nL 168.653148 36.072184 \r\nL 170.370675 40.5609 \r\nL 172.145454 47.611357 \r\nL 173.862981 53.278928 \r\nL 175.63776 51.623997 \r\nL 177.412538 44.686891 \r\nL 179.015564 42.669236 \r\nL 180.790342 36.049514 \r\nL 182.50787 31.538128 \r\nL 184.282648 33.102378 \r\nL 186.000176 33.578454 \r\nL 189.549733 36.978996 \r\nL 191.26726 39.268694 \r\nL 194.759566 51.555986 \r\nL 196.534344 53.256257 \r\nL 198.309123 49.334299 \r\nL 199.912149 43.553377 \r\nL 201.686927 34.031859 \r\nL 203.404454 31.492788 \r\nL 205.179233 32.694313 \r\nL 206.89676 34.167881 \r\nL 208.671539 34.825319 \r\nL 210.446317 36.54826 \r\nL 212.163845 40.379538 \r\nL 213.938623 46.092449 \r\nL 215.656151 52.326776 \r\nL 217.430929 54.956528 \r\nL 219.205708 51.918711 \r\nL 220.865984 41.490382 \r\nL 222.640763 36.706952 \r\nL 224.35829 32.444939 \r\nL 226.133068 33.170388 \r\nL 227.850596 34.530605 \r\nL 229.625374 35.664119 \r\nL 231.400153 36.933655 \r\nL 233.11768 39.132672 \r\nL 234.892459 45.843075 \r\nL 236.609986 50.127759 \r\nL 238.384765 52.009392 \r\nL 240.159543 47.770049 \r\nL 241.762569 41.218338 \r\nL 243.537347 34.87066 \r\nL 245.254875 31.787501 \r\nL 247.029653 31.65148 \r\nL 248.747181 33.782486 \r\nL 250.521959 33.737145 \r\nL 252.296737 35.414746 \r\nL 254.014265 39.74477 \r\nL 255.789043 46.296481 \r\nL 257.506571 51.03457 \r\nL 259.281349 53.46029 \r\nL 261.056128 48.744871 \r\nL 262.659153 36.729623 \r\nL 264.433932 32.49028 \r\nL 266.151459 30.699328 \r\nL 267.926238 32.240907 \r\nL 269.643765 34.417254 \r\nL 271.418544 34.916 \r\nL 273.193322 36.570931 \r\nL 274.91085 38.883299 \r\nL 276.685628 44.777572 \r\nL 278.403156 53.301598 \r\nL 280.177934 55.341923 \r\nL 281.952712 49.742364 \r\nL 283.555738 42.215831 \r\nL 285.330517 37.704445 \r\nL 287.048044 31.311425 \r\nL 288.822822 32.036874 \r\nL 290.54035 34.303902 \r\nL 292.315128 35.210714 \r\nL 294.089907 36.344228 \r\nL 295.807434 39.041991 \r\nL 297.582213 45.094956 \r\nL 299.29974 51.89604 \r\nL 301.074519 55.500615 \r\nL 302.849297 50.558494 \r\nL 304.509574 42.510544 \r\nL 306.284352 35.913492 \r\nL 308.00188 31.764831 \r\nL 309.776658 31.334096 \r\nL 311.494186 33.442432 \r\nL 315.043742 36.457579 \r\nL 316.76127 40.53823 \r\nL 320.253576 51.737348 \r\nL 322.028354 54.072387 \r\nL 323.803133 49.107596 \r\nL 325.406158 41.263679 \r\nL 327.180937 35.73213 \r\nL 328.898464 30.994041 \r\nL 332.39077 34.530605 \r\nL 334.165549 35.165373 \r\nL 335.940327 35.958833 \r\nL 337.657855 38.769948 \r\nL 339.432633 46.591195 \r\nL 341.15016 52.236095 \r\nL 342.924939 54.231079 \r\nL 344.699717 50.739856 \r\nL 346.302743 43.961442 \r\nL 348.077521 35.868152 \r\nL 349.795049 32.376929 \r\nL 351.569827 30.177911 \r\nL 353.287355 33.238399 \r\nL 355.062133 34.711968 \r\nL 356.836912 36.54826 \r\nL 358.554439 39.336705 \r\nL 360.329218 45.797735 \r\nL 362.046745 29.996549 \r\nL 363.821524 53.755003 \r\nL 365.596302 48.744871 \r\nL 367.199328 43.553377 \r\nL 368.974106 36.752293 \r\nL 370.691634 31.538128 \r\nL 372.466412 33.057037 \r\nL 374.183939 33.32908 \r\nL 375.958718 34.213221 \r\nL 377.733496 35.573438 \r\nL 379.451024 38.339212 \r\nL 382.94333 51.05724 \r\nL 384.718108 49.44765 \r\nL 386.492887 43.417355 \r\nL 388.153163 36.54826 \r\nL 389.927942 29.860527 \r\nL 391.645469 27.933554 \r\nL 393.420248 25.009087 \r\nL 395.137775 23.920914 \r\nL 396.912553 23.898244 \r\nL 398.687332 27.230775 \r\nL 400.404859 31.560799 \r\nL 402.179638 38.15785 \r\nL 403.897165 47.248633 \r\nL 405.671944 50.195769 \r\nL 407.446722 44.550869 \r\nL 409.049748 38.883299 \r\nL 410.824526 30.744668 \r\nL 412.542054 27.797532 \r\nL 414.316832 30.132571 \r\nL 416.03436 32.694313 \r\nL 417.809138 33.125048 \r\nL 419.583917 33.147718 \r\nL 421.301444 35.120033 \r\nL 423.076222 42.646566 \r\nL 424.79375 48.200785 \r\nL 424.79375 48.200785 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_3\">\r\n    <path d=\"M 50.14375 57.080734 \r\nL 50.14375 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_4\">\r\n    <path d=\"M 424.79375 57.080734 \r\nL 424.79375 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_5\">\r\n    <path d=\"M 50.14375 57.080734 \r\nL 424.79375 57.080734 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_6\">\r\n    <path d=\"M 50.14375 22.318125 \r\nL 424.79375 22.318125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"text_12\">\r\n    <!-- values -->\r\n    <defs>\r\n     <path d=\"M 2.984375 54.6875 \r\nL 12.5 54.6875 \r\nL 29.59375 8.796875 \r\nL 46.6875 54.6875 \r\nL 56.203125 54.6875 \r\nL 35.6875 0 \r\nL 23.484375 0 \r\nz\r\n\" id=\"DejaVuSans-118\"/>\r\n     <path d=\"M 34.28125 27.484375 \r\nQ 23.390625 27.484375 19.1875 25 \r\nQ 14.984375 22.515625 14.984375 16.5 \r\nQ 14.984375 11.71875 18.140625 8.90625 \r\nQ 21.296875 6.109375 26.703125 6.109375 \r\nQ 34.1875 6.109375 38.703125 11.40625 \r\nQ 43.21875 16.703125 43.21875 25.484375 \r\nL 43.21875 27.484375 \r\nz\r\nM 52.203125 31.203125 \r\nL 52.203125 0 \r\nL 43.21875 0 \r\nL 43.21875 8.296875 \r\nQ 40.140625 3.328125 35.546875 0.953125 \r\nQ 30.953125 -1.421875 24.3125 -1.421875 \r\nQ 15.921875 -1.421875 10.953125 3.296875 \r\nQ 6 8.015625 6 15.921875 \r\nQ 6 25.140625 12.171875 29.828125 \r\nQ 18.359375 34.515625 30.609375 34.515625 \r\nL 43.21875 34.515625 \r\nL 43.21875 35.40625 \r\nQ 43.21875 41.609375 39.140625 45 \r\nQ 35.0625 48.390625 27.6875 48.390625 \r\nQ 23 48.390625 18.546875 47.265625 \r\nQ 14.109375 46.140625 10.015625 43.890625 \r\nL 10.015625 52.203125 \r\nQ 14.9375 54.109375 19.578125 55.046875 \r\nQ 24.21875 56 28.609375 56 \r\nQ 40.484375 56 46.34375 49.84375 \r\nQ 52.203125 43.703125 52.203125 31.203125 \r\nz\r\n\" id=\"DejaVuSans-97\"/>\r\n     <path d=\"M 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\n\" id=\"DejaVuSans-108\"/>\r\n     <path d=\"M 8.5 21.578125 \r\nL 8.5 54.6875 \r\nL 17.484375 54.6875 \r\nL 17.484375 21.921875 \r\nQ 17.484375 14.15625 20.5 10.265625 \r\nQ 23.53125 6.390625 29.59375 6.390625 \r\nQ 36.859375 6.390625 41.078125 11.03125 \r\nQ 45.3125 15.671875 45.3125 23.6875 \r\nL 45.3125 54.6875 \r\nL 54.296875 54.6875 \r\nL 54.296875 0 \r\nL 45.3125 0 \r\nL 45.3125 8.40625 \r\nQ 42.046875 3.421875 37.71875 1 \r\nQ 33.40625 -1.421875 27.6875 -1.421875 \r\nQ 18.265625 -1.421875 13.375 4.4375 \r\nQ 8.5 10.296875 8.5 21.578125 \r\nz\r\nM 31.109375 56 \r\nz\r\n\" id=\"DejaVuSans-117\"/>\r\n     <path d=\"M 56.203125 29.59375 \r\nL 56.203125 25.203125 \r\nL 14.890625 25.203125 \r\nQ 15.484375 15.921875 20.484375 11.0625 \r\nQ 25.484375 6.203125 34.421875 6.203125 \r\nQ 39.59375 6.203125 44.453125 7.46875 \r\nQ 49.3125 8.734375 54.109375 11.28125 \r\nL 54.109375 2.78125 \r\nQ 49.265625 0.734375 44.1875 -0.34375 \r\nQ 39.109375 -1.421875 33.890625 -1.421875 \r\nQ 20.796875 -1.421875 13.15625 6.1875 \r\nQ 5.515625 13.8125 5.515625 26.8125 \r\nQ 5.515625 40.234375 12.765625 48.109375 \r\nQ 20.015625 56 32.328125 56 \r\nQ 43.359375 56 49.78125 48.890625 \r\nQ 56.203125 41.796875 56.203125 29.59375 \r\nz\r\nM 47.21875 32.234375 \r\nQ 47.125 39.59375 43.09375 43.984375 \r\nQ 39.0625 48.390625 32.421875 48.390625 \r\nQ 24.90625 48.390625 20.390625 44.140625 \r\nQ 15.875 39.890625 15.1875 32.171875 \r\nz\r\n\" id=\"DejaVuSans-101\"/>\r\n     <path d=\"M 44.28125 53.078125 \r\nL 44.28125 44.578125 \r\nQ 40.484375 46.53125 36.375 47.5 \r\nQ 32.28125 48.484375 27.875 48.484375 \r\nQ 21.1875 48.484375 17.84375 46.4375 \r\nQ 14.5 44.390625 14.5 40.28125 \r\nQ 14.5 37.15625 16.890625 35.375 \r\nQ 19.28125 33.59375 26.515625 31.984375 \r\nL 29.59375 31.296875 \r\nQ 39.15625 29.25 43.1875 25.515625 \r\nQ 47.21875 21.78125 47.21875 15.09375 \r\nQ 47.21875 7.46875 41.1875 3.015625 \r\nQ 35.15625 -1.421875 24.609375 -1.421875 \r\nQ 20.21875 -1.421875 15.453125 -0.5625 \r\nQ 10.6875 0.296875 5.421875 2 \r\nL 5.421875 11.28125 \r\nQ 10.40625 8.6875 15.234375 7.390625 \r\nQ 20.0625 6.109375 24.8125 6.109375 \r\nQ 31.15625 6.109375 34.5625 8.28125 \r\nQ 37.984375 10.453125 37.984375 14.40625 \r\nQ 37.984375 18.0625 35.515625 20.015625 \r\nQ 33.0625 21.96875 24.703125 23.78125 \r\nL 21.578125 24.515625 \r\nQ 13.234375 26.265625 9.515625 29.90625 \r\nQ 5.8125 33.546875 5.8125 39.890625 \r\nQ 5.8125 47.609375 11.28125 51.796875 \r\nQ 16.75 56 26.8125 56 \r\nQ 31.78125 56 36.171875 55.265625 \r\nQ 40.578125 54.546875 44.28125 53.078125 \r\nz\r\n\" id=\"DejaVuSans-115\"/>\r\n    </defs>\r\n    <g transform=\"translate(217.95375 16.318125)scale(0.12 -0.12)\">\r\n     <use xlink:href=\"#DejaVuSans-118\"/>\r\n     <use x=\"59.179688\" xlink:href=\"#DejaVuSans-97\"/>\r\n     <use x=\"120.458984\" xlink:href=\"#DejaVuSans-108\"/>\r\n     <use x=\"148.242188\" xlink:href=\"#DejaVuSans-117\"/>\r\n     <use x=\"211.621094\" xlink:href=\"#DejaVuSans-101\"/>\r\n     <use x=\"273.144531\" xlink:href=\"#DejaVuSans-115\"/>\r\n    </g>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_2\">\r\n   <g id=\"patch_7\">\r\n    <path d=\"M 50.14375 123.293197 \r\nL 424.79375 123.293197 \r\nL 424.79375 88.530589 \r\nL 50.14375 88.530589 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_3\">\r\n    <g id=\"xtick_10\">\r\n     <g id=\"line2d_13\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m7d895f71dc\" y=\"123.293197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_13\">\r\n      <!-- 2000 -->\r\n      <g transform=\"translate(37.41875 137.891635)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_11\">\r\n     <g id=\"line2d_14\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.99417\" xlink:href=\"#m7d895f71dc\" y=\"123.293197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_14\">\r\n      <!-- 2002 -->\r\n      <g transform=\"translate(79.26917 137.891635)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_12\">\r\n     <g id=\"line2d_15\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.78734\" xlink:href=\"#m7d895f71dc\" y=\"123.293197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_15\">\r\n      <!-- 2004 -->\r\n      <g transform=\"translate(121.06234 137.891635)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_13\">\r\n     <g id=\"line2d_16\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"175.63776\" xlink:href=\"#m7d895f71dc\" y=\"123.293197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_16\">\r\n      <!-- 2006 -->\r\n      <g transform=\"translate(162.91276 137.891635)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_14\">\r\n     <g id=\"line2d_17\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"217.430929\" xlink:href=\"#m7d895f71dc\" y=\"123.293197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_17\">\r\n      <!-- 2008 -->\r\n      <g transform=\"translate(204.705929 137.891635)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_15\">\r\n     <g id=\"line2d_18\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"259.281349\" xlink:href=\"#m7d895f71dc\" y=\"123.293197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_18\">\r\n      <!-- 2010 -->\r\n      <g transform=\"translate(246.556349 137.891635)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_16\">\r\n     <g id=\"line2d_19\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"301.074519\" xlink:href=\"#m7d895f71dc\" y=\"123.293197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_19\">\r\n      <!-- 2012 -->\r\n      <g transform=\"translate(288.349519 137.891635)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_17\">\r\n     <g id=\"line2d_20\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"342.924939\" xlink:href=\"#m7d895f71dc\" y=\"123.293197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_20\">\r\n      <!-- 2014 -->\r\n      <g transform=\"translate(330.199939 137.891635)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_18\">\r\n     <g id=\"line2d_21\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"384.718108\" xlink:href=\"#m7d895f71dc\" y=\"123.293197\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_21\">\r\n      <!-- 2016 -->\r\n      <g transform=\"translate(371.993108 137.891635)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_4\">\r\n    <g id=\"ytick_3\">\r\n     <g id=\"line2d_22\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m133e702c63\" y=\"116.879086\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_22\">\r\n      <!-- 25.0 -->\r\n      <defs>\r\n       <path d=\"M 10.796875 72.90625 \r\nL 49.515625 72.90625 \r\nL 49.515625 64.59375 \r\nL 19.828125 64.59375 \r\nL 19.828125 46.734375 \r\nQ 21.96875 47.46875 24.109375 47.828125 \r\nQ 26.265625 48.1875 28.421875 48.1875 \r\nQ 40.625 48.1875 47.75 41.5 \r\nQ 54.890625 34.8125 54.890625 23.390625 \r\nQ 54.890625 11.625 47.5625 5.09375 \r\nQ 40.234375 -1.421875 26.90625 -1.421875 \r\nQ 22.3125 -1.421875 17.546875 -0.640625 \r\nQ 12.796875 0.140625 7.71875 1.703125 \r\nL 7.71875 11.625 \r\nQ 12.109375 9.234375 16.796875 8.0625 \r\nQ 21.484375 6.890625 26.703125 6.890625 \r\nQ 35.15625 6.890625 40.078125 11.328125 \r\nQ 45.015625 15.765625 45.015625 23.390625 \r\nQ 45.015625 31 40.078125 35.4375 \r\nQ 35.15625 39.890625 26.703125 39.890625 \r\nQ 22.75 39.890625 18.8125 39.015625 \r\nQ 14.890625 38.140625 10.796875 36.28125 \r\nz\r\n\" id=\"DejaVuSans-53\"/>\r\n       <path d=\"M 10.6875 12.40625 \r\nL 21 12.40625 \r\nL 21 0 \r\nL 10.6875 0 \r\nz\r\n\" id=\"DejaVuSans-46\"/>\r\n      </defs>\r\n      <g transform=\"translate(20.878125 120.678305)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-53\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_4\">\r\n     <g id=\"line2d_23\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m133e702c63\" y=\"93.469922\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_23\">\r\n      <!-- 27.5 -->\r\n      <defs>\r\n       <path d=\"M 8.203125 72.90625 \r\nL 55.078125 72.90625 \r\nL 55.078125 68.703125 \r\nL 28.609375 0 \r\nL 18.3125 0 \r\nL 43.21875 64.59375 \r\nL 8.203125 64.59375 \r\nz\r\n\" id=\"DejaVuSans-55\"/>\r\n      </defs>\r\n      <g transform=\"translate(20.878125 97.269141)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-55\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-46\"/>\r\n       <use x=\"159.033203\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_24\">\r\n     <!-- Trend -->\r\n     <defs>\r\n      <path d=\"M -0.296875 72.90625 \r\nL 61.375 72.90625 \r\nL 61.375 64.59375 \r\nL 35.5 64.59375 \r\nL 35.5 0 \r\nL 25.59375 0 \r\nL 25.59375 64.59375 \r\nL -0.296875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-84\"/>\r\n      <path d=\"M 41.109375 46.296875 \r\nQ 39.59375 47.171875 37.8125 47.578125 \r\nQ 36.03125 48 33.890625 48 \r\nQ 26.265625 48 22.1875 43.046875 \r\nQ 18.109375 38.09375 18.109375 28.8125 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 20.953125 51.171875 25.484375 53.578125 \r\nQ 30.03125 56 36.53125 56 \r\nQ 37.453125 56 38.578125 55.875 \r\nQ 39.703125 55.765625 41.0625 55.515625 \r\nz\r\n\" id=\"DejaVuSans-114\"/>\r\n      <path d=\"M 54.890625 33.015625 \r\nL 54.890625 0 \r\nL 45.90625 0 \r\nL 45.90625 32.71875 \r\nQ 45.90625 40.484375 42.875 44.328125 \r\nQ 39.84375 48.1875 33.796875 48.1875 \r\nQ 26.515625 48.1875 22.3125 43.546875 \r\nQ 18.109375 38.921875 18.109375 30.90625 \r\nL 18.109375 0 \r\nL 9.078125 0 \r\nL 9.078125 54.6875 \r\nL 18.109375 54.6875 \r\nL 18.109375 46.1875 \r\nQ 21.34375 51.125 25.703125 53.5625 \r\nQ 30.078125 56 35.796875 56 \r\nQ 45.21875 56 50.046875 50.171875 \r\nQ 54.890625 44.34375 54.890625 33.015625 \r\nz\r\n\" id=\"DejaVuSans-110\"/>\r\n      <path d=\"M 45.40625 46.390625 \r\nL 45.40625 75.984375 \r\nL 54.390625 75.984375 \r\nL 54.390625 0 \r\nL 45.40625 0 \r\nL 45.40625 8.203125 \r\nQ 42.578125 3.328125 38.25 0.953125 \r\nQ 33.9375 -1.421875 27.875 -1.421875 \r\nQ 17.96875 -1.421875 11.734375 6.484375 \r\nQ 5.515625 14.40625 5.515625 27.296875 \r\nQ 5.515625 40.1875 11.734375 48.09375 \r\nQ 17.96875 56 27.875 56 \r\nQ 33.9375 56 38.25 53.625 \r\nQ 42.578125 51.265625 45.40625 46.390625 \r\nz\r\nM 14.796875 27.296875 \r\nQ 14.796875 17.390625 18.875 11.75 \r\nQ 22.953125 6.109375 30.078125 6.109375 \r\nQ 37.203125 6.109375 41.296875 11.75 \r\nQ 45.40625 17.390625 45.40625 27.296875 \r\nQ 45.40625 37.203125 41.296875 42.84375 \r\nQ 37.203125 48.484375 30.078125 48.484375 \r\nQ 22.953125 48.484375 18.875 42.84375 \r\nQ 14.796875 37.203125 14.796875 27.296875 \r\nz\r\n\" id=\"DejaVuSans-100\"/>\r\n     </defs>\r\n     <g transform=\"translate(14.798438 119.590799)rotate(-90)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-84\"/>\r\n      <use x=\"46.333984\" xlink:href=\"#DejaVuSans-114\"/>\r\n      <use x=\"85.197266\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"146.720703\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"210.099609\" xlink:href=\"#DejaVuSans-100\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_24\">\r\n    <path clip-path=\"url(#p69025a1702)\" d=\"M 60.563417 120.987395 \r\nL 62.338195 120.655765 \r\nL 64.112974 119.828641 \r\nL 65.830501 119.62186 \r\nL 67.60528 119.555534 \r\nL 72.872364 118.783032 \r\nL 74.47539 118.404584 \r\nL 76.250168 118.310947 \r\nL 79.742474 118.576251 \r\nL 81.460002 118.509925 \r\nL 85.009558 118.65038 \r\nL 88.501864 117.893484 \r\nL 90.219392 117.604771 \r\nL 91.99417 117.027345 \r\nL 93.768949 116.83617 \r\nL 95.371974 117.140489 \r\nL 97.146753 117.327762 \r\nL 98.86428 117.089769 \r\nL 100.639059 116.707419 \r\nL 105.906143 116.644995 \r\nL 109.398449 117.612574 \r\nL 114.665533 118.525531 \r\nL 116.268559 118.408485 \r\nL 118.043337 118.486516 \r\nL 121.535643 119.578943 \r\nL 125.027949 119.508716 \r\nL 128.520255 117.468217 \r\nL 130.295034 117.635983 \r\nL 132.012561 118.256326 \r\nL 133.78734 118.708903 \r\nL 138.997173 119.001517 \r\nL 140.7147 119.126366 \r\nL 144.207006 118.665986 \r\nL 145.981785 118.775229 \r\nL 149.474091 120.874251 \r\nL 151.248869 121.131751 \r\nL 154.741175 120.312431 \r\nL 158.118979 120.148566 \r\nL 159.893758 119.945687 \r\nL 161.611285 120.023718 \r\nL 163.386064 120.569931 \r\nL 165.103591 120.495802 \r\nL 166.878369 119.169283 \r\nL 168.653148 118.279735 \r\nL 170.370675 118.287538 \r\nL 172.145454 117.971514 \r\nL 175.63776 118.182197 \r\nL 177.412538 118.057348 \r\nL 179.015564 118.314849 \r\nL 180.790342 118.248523 \r\nL 184.282648 117.058557 \r\nL 186.000176 117.042951 \r\nL 189.549733 119.075646 \r\nL 191.26726 118.88057 \r\nL 193.042039 118.525531 \r\nL 194.759566 118.4475 \r\nL 198.309123 118.494319 \r\nL 199.912149 118.334356 \r\nL 201.686927 118.451402 \r\nL 206.89676 119.348753 \r\nL 208.671539 120.086142 \r\nL 212.163845 120.281218 \r\nL 213.938623 120.905463 \r\nL 217.430929 121.295615 \r\nL 220.865984 121.713079 \r\nL 222.640763 121.564821 \r\nL 224.35829 121.30732 \r\nL 226.133068 120.885955 \r\nL 227.850596 120.000308 \r\nL 229.625374 118.77913 \r\nL 231.400153 118.018332 \r\nL 238.384765 116.461623 \r\nL 240.159543 116.001243 \r\nL 241.762569 115.408211 \r\nL 243.537347 115.25215 \r\nL 247.029653 115.669613 \r\nL 250.521959 116.492835 \r\nL 252.296737 115.888099 \r\nL 254.014265 114.705936 \r\nL 255.789043 114.109002 \r\nL 257.506571 114.023168 \r\nL 261.056128 114.545973 \r\nL 262.659153 114.94783 \r\nL 264.433932 114.99855 \r\nL 266.151459 114.58889 \r\nL 267.926238 114.71764 \r\nL 269.643765 115.43162 \r\nL 271.418544 115.927114 \r\nL 273.193322 117.042951 \r\nL 274.91085 118.884472 \r\nL 276.685628 119.887164 \r\nL 278.403156 119.957392 \r\nL 281.952712 119.933982 \r\nL 287.048044 120.015914 \r\nL 290.54035 119.614057 \r\nL 294.089907 119.972998 \r\nL 297.582213 119.485307 \r\nL 299.29974 119.44239 \r\nL 302.849297 118.98201 \r\nL 304.509574 118.958601 \r\nL 306.284352 119.235609 \r\nL 308.00188 119.719398 \r\nL 309.776658 119.918376 \r\nL 311.494186 119.645269 \r\nL 315.043742 118.685494 \r\nL 318.536048 118.275833 \r\nL 320.253576 118.404584 \r\nL 322.028354 118.853259 \r\nL 323.803133 119.075646 \r\nL 325.406158 119.024927 \r\nL 328.898464 118.361667 \r\nL 332.39077 118.591857 \r\nL 334.165549 118.900078 \r\nL 335.940327 119.645269 \r\nL 337.657855 120.13296 \r\nL 339.432633 120.394363 \r\nL 341.15016 120.171976 \r\nL 342.924939 119.489208 \r\nL 344.699717 119.188791 \r\nL 346.302743 119.2122 \r\nL 348.077521 119.411178 \r\nL 349.795049 119.372162 \r\nL 353.287355 111.49888 \r\nL 356.836912 110.660052 \r\nL 360.329218 110.749787 \r\nL 362.046745 111.100924 \r\nL 363.821524 111.612025 \r\nL 365.596302 111.541797 \r\nL 368.974106 110.948765 \r\nL 370.691634 110.613234 \r\nL 372.466412 114.073888 \r\nL 374.183939 116.957117 \r\nL 375.958718 115.298968 \r\nL 377.733496 113.176537 \r\nL 379.451024 110.784901 \r\nL 381.225802 108.978494 \r\nL 382.94333 106.973109 \r\nL 384.718108 103.968932 \r\nL 388.153163 97.363647 \r\nL 389.927942 94.761328 \r\nL 391.645469 92.443821 \r\nL 393.420248 90.637414 \r\nL 395.137775 90.110707 \r\nL 396.912553 90.434534 \r\nL 400.404859 91.585485 \r\nL 402.179638 91.714235 \r\nL 403.897165 92.572571 \r\nL 405.671944 94.964207 \r\nL 409.049748 100.66824 \r\nL 410.824526 102.299079 \r\nL 412.542054 103.684121 \r\nL 414.316832 104.620488 \r\nL 414.316832 104.620488 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_8\">\r\n    <path d=\"M 50.14375 123.293197 \r\nL 50.14375 88.530589 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_9\">\r\n    <path d=\"M 424.79375 123.293197 \r\nL 424.79375 88.530589 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_10\">\r\n    <path d=\"M 50.14375 123.293197 \r\nL 424.79375 123.293197 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_11\">\r\n    <path d=\"M 50.14375 88.530589 \r\nL 424.79375 88.530589 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_3\">\r\n   <g id=\"patch_12\">\r\n    <path d=\"M 50.14375 189.505661 \r\nL 424.79375 189.505661 \r\nL 424.79375 154.743053 \r\nL 50.14375 154.743053 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_5\">\r\n    <g id=\"xtick_19\">\r\n     <g id=\"line2d_25\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m7d895f71dc\" y=\"189.505661\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_25\">\r\n      <!-- 2000 -->\r\n      <g transform=\"translate(37.41875 204.104099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_20\">\r\n     <g id=\"line2d_26\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.99417\" xlink:href=\"#m7d895f71dc\" y=\"189.505661\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_26\">\r\n      <!-- 2002 -->\r\n      <g transform=\"translate(79.26917 204.104099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_21\">\r\n     <g id=\"line2d_27\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.78734\" xlink:href=\"#m7d895f71dc\" y=\"189.505661\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_27\">\r\n      <!-- 2004 -->\r\n      <g transform=\"translate(121.06234 204.104099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_22\">\r\n     <g id=\"line2d_28\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"175.63776\" xlink:href=\"#m7d895f71dc\" y=\"189.505661\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_28\">\r\n      <!-- 2006 -->\r\n      <g transform=\"translate(162.91276 204.104099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_23\">\r\n     <g id=\"line2d_29\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"217.430929\" xlink:href=\"#m7d895f71dc\" y=\"189.505661\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_29\">\r\n      <!-- 2008 -->\r\n      <g transform=\"translate(204.705929 204.104099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_24\">\r\n     <g id=\"line2d_30\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"259.281349\" xlink:href=\"#m7d895f71dc\" y=\"189.505661\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_30\">\r\n      <!-- 2010 -->\r\n      <g transform=\"translate(246.556349 204.104099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_25\">\r\n     <g id=\"line2d_31\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"301.074519\" xlink:href=\"#m7d895f71dc\" y=\"189.505661\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_31\">\r\n      <!-- 2012 -->\r\n      <g transform=\"translate(288.349519 204.104099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_26\">\r\n     <g id=\"line2d_32\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"342.924939\" xlink:href=\"#m7d895f71dc\" y=\"189.505661\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_32\">\r\n      <!-- 2014 -->\r\n      <g transform=\"translate(330.199939 204.104099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_27\">\r\n     <g id=\"line2d_33\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"384.718108\" xlink:href=\"#m7d895f71dc\" y=\"189.505661\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_33\">\r\n      <!-- 2016 -->\r\n      <g transform=\"translate(371.993108 204.104099)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_6\">\r\n    <g id=\"ytick_5\">\r\n     <g id=\"line2d_34\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m133e702c63\" y=\"184.77136\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_34\">\r\n      <!-- −5 -->\r\n      <defs>\r\n       <path d=\"M 10.59375 35.5 \r\nL 73.1875 35.5 \r\nL 73.1875 27.203125 \r\nL 10.59375 27.203125 \r\nz\r\n\" id=\"DejaVuSans-8722\"/>\r\n      </defs>\r\n      <g transform=\"translate(28.401563 188.570579)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-8722\"/>\r\n       <use x=\"83.789062\" xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_6\">\r\n     <g id=\"line2d_35\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m133e702c63\" y=\"168.703239\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_35\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(36.78125 172.502457)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_36\">\r\n     <!-- Seasonal -->\r\n     <defs>\r\n      <path d=\"M 53.515625 70.515625 \r\nL 53.515625 60.890625 \r\nQ 47.90625 63.578125 42.921875 64.890625 \r\nQ 37.9375 66.21875 33.296875 66.21875 \r\nQ 25.25 66.21875 20.875 63.09375 \r\nQ 16.5 59.96875 16.5 54.203125 \r\nQ 16.5 49.359375 19.40625 46.890625 \r\nQ 22.3125 44.4375 30.421875 42.921875 \r\nL 36.375 41.703125 \r\nQ 47.40625 39.59375 52.65625 34.296875 \r\nQ 57.90625 29 57.90625 20.125 \r\nQ 57.90625 9.515625 50.796875 4.046875 \r\nQ 43.703125 -1.421875 29.984375 -1.421875 \r\nQ 24.8125 -1.421875 18.96875 -0.25 \r\nQ 13.140625 0.921875 6.890625 3.21875 \r\nL 6.890625 13.375 \r\nQ 12.890625 10.015625 18.65625 8.296875 \r\nQ 24.421875 6.59375 29.984375 6.59375 \r\nQ 38.421875 6.59375 43.015625 9.90625 \r\nQ 47.609375 13.234375 47.609375 19.390625 \r\nQ 47.609375 24.75 44.3125 27.78125 \r\nQ 41.015625 30.8125 33.5 32.328125 \r\nL 27.484375 33.5 \r\nQ 16.453125 35.6875 11.515625 40.375 \r\nQ 6.59375 45.0625 6.59375 53.421875 \r\nQ 6.59375 63.09375 13.40625 68.65625 \r\nQ 20.21875 74.21875 32.171875 74.21875 \r\nQ 37.3125 74.21875 42.625 73.28125 \r\nQ 47.953125 72.359375 53.515625 70.515625 \r\nz\r\n\" id=\"DejaVuSans-83\"/>\r\n      <path d=\"M 30.609375 48.390625 \r\nQ 23.390625 48.390625 19.1875 42.75 \r\nQ 14.984375 37.109375 14.984375 27.296875 \r\nQ 14.984375 17.484375 19.15625 11.84375 \r\nQ 23.34375 6.203125 30.609375 6.203125 \r\nQ 37.796875 6.203125 41.984375 11.859375 \r\nQ 46.1875 17.53125 46.1875 27.296875 \r\nQ 46.1875 37.015625 41.984375 42.703125 \r\nQ 37.796875 48.390625 30.609375 48.390625 \r\nz\r\nM 30.609375 56 \r\nQ 42.328125 56 49.015625 48.375 \r\nQ 55.71875 40.765625 55.71875 27.296875 \r\nQ 55.71875 13.875 49.015625 6.21875 \r\nQ 42.328125 -1.421875 30.609375 -1.421875 \r\nQ 18.84375 -1.421875 12.171875 6.21875 \r\nQ 5.515625 13.875 5.515625 27.296875 \r\nQ 5.515625 40.765625 12.171875 48.375 \r\nQ 18.84375 56 30.609375 56 \r\nz\r\n\" id=\"DejaVuSans-111\"/>\r\n     </defs>\r\n     <g transform=\"translate(22.321875 194.725138)rotate(-90)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-83\"/>\r\n      <use x=\"63.476562\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"125\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"186.279297\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"238.378906\" xlink:href=\"#DejaVuSans-111\"/>\r\n      <use x=\"299.560547\" xlink:href=\"#DejaVuSans-110\"/>\r\n      <use x=\"362.939453\" xlink:href=\"#DejaVuSans-97\"/>\r\n      <use x=\"424.21875\" xlink:href=\"#DejaVuSans-108\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_36\">\r\n    <path clip-path=\"url(#p9e6633f630)\" d=\"M 50.14375 187.925543 \r\nL 51.918528 181.112265 \r\nL 53.578805 170.587331 \r\nL 55.353583 161.597689 \r\nL 57.071111 156.323171 \r\nL 58.845889 157.047969 \r\nL 60.563417 159.313023 \r\nL 62.338195 160.524591 \r\nL 64.112974 162.726081 \r\nL 65.830501 167.442075 \r\nL 67.60528 176.350194 \r\nL 69.322807 183.48893 \r\nL 71.097586 187.925543 \r\nL 72.872364 181.112265 \r\nL 74.47539 170.587331 \r\nL 76.250168 161.597689 \r\nL 77.967696 156.323171 \r\nL 79.742474 157.047969 \r\nL 81.460002 159.313023 \r\nL 83.23478 160.524591 \r\nL 85.009558 162.726081 \r\nL 86.727086 167.442075 \r\nL 88.501864 176.350194 \r\nL 90.219392 183.48893 \r\nL 91.99417 187.925543 \r\nL 93.768949 181.112265 \r\nL 95.371974 170.587331 \r\nL 97.146753 161.597689 \r\nL 98.86428 156.323171 \r\nL 100.639059 157.047969 \r\nL 102.356586 159.313023 \r\nL 104.131365 160.524591 \r\nL 105.906143 162.726081 \r\nL 107.623671 167.442075 \r\nL 109.398449 176.350194 \r\nL 111.115976 183.48893 \r\nL 112.890755 187.925543 \r\nL 114.665533 181.112265 \r\nL 116.268559 170.587331 \r\nL 118.043337 161.597689 \r\nL 119.760865 156.323171 \r\nL 121.535643 157.047969 \r\nL 123.253171 159.313023 \r\nL 125.027949 160.524591 \r\nL 126.802728 162.726081 \r\nL 128.520255 167.442075 \r\nL 130.295034 176.350194 \r\nL 132.012561 183.48893 \r\nL 133.78734 187.925543 \r\nL 135.562118 181.112265 \r\nL 137.222395 170.587331 \r\nL 138.997173 161.597689 \r\nL 140.7147 156.323171 \r\nL 142.489479 157.047969 \r\nL 144.207006 159.313023 \r\nL 145.981785 160.524591 \r\nL 147.756563 162.726081 \r\nL 149.474091 167.442075 \r\nL 151.248869 176.350194 \r\nL 152.966397 183.48893 \r\nL 154.741175 187.925543 \r\nL 156.515954 181.112265 \r\nL 158.118979 170.587331 \r\nL 159.893758 161.597689 \r\nL 161.611285 156.323171 \r\nL 163.386064 157.047969 \r\nL 165.103591 159.313023 \r\nL 166.878369 160.524591 \r\nL 168.653148 162.726081 \r\nL 170.370675 167.442075 \r\nL 172.145454 176.350194 \r\nL 173.862981 183.48893 \r\nL 175.63776 187.925543 \r\nL 177.412538 181.112265 \r\nL 179.015564 170.587331 \r\nL 180.790342 161.597689 \r\nL 182.50787 156.323171 \r\nL 184.282648 157.047969 \r\nL 186.000176 159.313023 \r\nL 187.774954 160.524591 \r\nL 189.549733 162.726081 \r\nL 191.26726 167.442075 \r\nL 193.042039 176.350194 \r\nL 194.759566 183.48893 \r\nL 196.534344 187.925543 \r\nL 198.309123 181.112265 \r\nL 199.912149 170.587331 \r\nL 201.686927 161.597689 \r\nL 203.404454 156.323171 \r\nL 205.179233 157.047969 \r\nL 206.89676 159.313023 \r\nL 208.671539 160.524591 \r\nL 210.446317 162.726081 \r\nL 212.163845 167.442075 \r\nL 213.938623 176.350194 \r\nL 215.656151 183.48893 \r\nL 217.430929 187.925543 \r\nL 219.205708 181.112265 \r\nL 220.865984 170.587331 \r\nL 222.640763 161.597689 \r\nL 224.35829 156.323171 \r\nL 226.133068 157.047969 \r\nL 227.850596 159.313023 \r\nL 229.625374 160.524591 \r\nL 231.400153 162.726081 \r\nL 233.11768 167.442075 \r\nL 234.892459 176.350194 \r\nL 236.609986 183.48893 \r\nL 238.384765 187.925543 \r\nL 240.159543 181.112265 \r\nL 241.762569 170.587331 \r\nL 243.537347 161.597689 \r\nL 245.254875 156.323171 \r\nL 247.029653 157.047969 \r\nL 248.747181 159.313023 \r\nL 250.521959 160.524591 \r\nL 252.296737 162.726081 \r\nL 254.014265 167.442075 \r\nL 255.789043 176.350194 \r\nL 257.506571 183.48893 \r\nL 259.281349 187.925543 \r\nL 261.056128 181.112265 \r\nL 262.659153 170.587331 \r\nL 264.433932 161.597689 \r\nL 266.151459 156.323171 \r\nL 267.926238 157.047969 \r\nL 269.643765 159.313023 \r\nL 271.418544 160.524591 \r\nL 273.193322 162.726081 \r\nL 274.91085 167.442075 \r\nL 276.685628 176.350194 \r\nL 278.403156 183.48893 \r\nL 280.177934 187.925543 \r\nL 281.952712 181.112265 \r\nL 283.555738 170.587331 \r\nL 285.330517 161.597689 \r\nL 287.048044 156.323171 \r\nL 288.822822 157.047969 \r\nL 290.54035 159.313023 \r\nL 292.315128 160.524591 \r\nL 294.089907 162.726081 \r\nL 295.807434 167.442075 \r\nL 297.582213 176.350194 \r\nL 299.29974 183.48893 \r\nL 301.074519 187.925543 \r\nL 302.849297 181.112265 \r\nL 304.509574 170.587331 \r\nL 306.284352 161.597689 \r\nL 308.00188 156.323171 \r\nL 309.776658 157.047969 \r\nL 311.494186 159.313023 \r\nL 313.268964 160.524591 \r\nL 315.043742 162.726081 \r\nL 316.76127 167.442075 \r\nL 318.536048 176.350194 \r\nL 320.253576 183.48893 \r\nL 322.028354 187.925543 \r\nL 323.803133 181.112265 \r\nL 325.406158 170.587331 \r\nL 327.180937 161.597689 \r\nL 328.898464 156.323171 \r\nL 330.673243 157.047969 \r\nL 332.39077 159.313023 \r\nL 334.165549 160.524591 \r\nL 335.940327 162.726081 \r\nL 337.657855 167.442075 \r\nL 339.432633 176.350194 \r\nL 341.15016 183.48893 \r\nL 342.924939 187.925543 \r\nL 344.699717 181.112265 \r\nL 346.302743 170.587331 \r\nL 348.077521 161.597689 \r\nL 349.795049 156.323171 \r\nL 351.569827 157.047969 \r\nL 353.287355 159.313023 \r\nL 355.062133 160.524591 \r\nL 356.836912 162.726081 \r\nL 358.554439 167.442075 \r\nL 360.329218 176.350194 \r\nL 362.046745 183.48893 \r\nL 363.821524 187.925543 \r\nL 365.596302 181.112265 \r\nL 367.199328 170.587331 \r\nL 368.974106 161.597689 \r\nL 370.691634 156.323171 \r\nL 372.466412 157.047969 \r\nL 374.183939 159.313023 \r\nL 375.958718 160.524591 \r\nL 377.733496 162.726081 \r\nL 379.451024 167.442075 \r\nL 381.225802 176.350194 \r\nL 382.94333 183.48893 \r\nL 384.718108 187.925543 \r\nL 386.492887 181.112265 \r\nL 388.153163 170.587331 \r\nL 389.927942 161.597689 \r\nL 391.645469 156.323171 \r\nL 393.420248 157.047969 \r\nL 395.137775 159.313023 \r\nL 396.912553 160.524591 \r\nL 398.687332 162.726081 \r\nL 400.404859 167.442075 \r\nL 402.179638 176.350194 \r\nL 403.897165 183.48893 \r\nL 405.671944 187.925543 \r\nL 407.446722 181.112265 \r\nL 409.049748 170.587331 \r\nL 410.824526 161.597689 \r\nL 412.542054 156.323171 \r\nL 414.316832 157.047969 \r\nL 416.03436 159.313023 \r\nL 417.809138 160.524591 \r\nL 419.583917 162.726081 \r\nL 421.301444 167.442075 \r\nL 423.076222 176.350194 \r\nL 424.79375 183.48893 \r\nL 424.79375 183.48893 \r\n\" style=\"fill:none;stroke:#1f77b4;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"patch_13\">\r\n    <path d=\"M 50.14375 189.505661 \r\nL 50.14375 154.743053 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_14\">\r\n    <path d=\"M 424.79375 189.505661 \r\nL 424.79375 154.743053 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_15\">\r\n    <path d=\"M 50.14375 189.505661 \r\nL 424.79375 189.505661 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_16\">\r\n    <path d=\"M 50.14375 154.743053 \r\nL 424.79375 154.743053 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n  <g id=\"axes_4\">\r\n   <g id=\"patch_17\">\r\n    <path d=\"M 50.14375 255.718125 \r\nL 424.79375 255.718125 \r\nL 424.79375 220.955516 \r\nL 50.14375 220.955516 \r\nz\r\n\" style=\"fill:#ffffff;\"/>\r\n   </g>\r\n   <g id=\"line2d_37\">\r\n    <path clip-path=\"url(#p0625a3c1a4)\" d=\"M 50.14375 249.414753 \r\nL 424.79375 249.414753 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-width:1.5;\"/>\r\n   </g>\r\n   <g id=\"matplotlib.axis_7\">\r\n    <g id=\"xtick_28\">\r\n     <g id=\"line2d_38\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m7d895f71dc\" y=\"255.718125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_37\">\r\n      <!-- 2000 -->\r\n      <g transform=\"translate(37.41875 270.316562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_29\">\r\n     <g id=\"line2d_39\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"91.99417\" xlink:href=\"#m7d895f71dc\" y=\"255.718125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_38\">\r\n      <!-- 2002 -->\r\n      <g transform=\"translate(79.26917 270.316562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_30\">\r\n     <g id=\"line2d_40\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"133.78734\" xlink:href=\"#m7d895f71dc\" y=\"255.718125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_39\">\r\n      <!-- 2004 -->\r\n      <g transform=\"translate(121.06234 270.316562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_31\">\r\n     <g id=\"line2d_41\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"175.63776\" xlink:href=\"#m7d895f71dc\" y=\"255.718125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_40\">\r\n      <!-- 2006 -->\r\n      <g transform=\"translate(162.91276 270.316562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_32\">\r\n     <g id=\"line2d_42\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"217.430929\" xlink:href=\"#m7d895f71dc\" y=\"255.718125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_41\">\r\n      <!-- 2008 -->\r\n      <g transform=\"translate(204.705929 270.316562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-56\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_33\">\r\n     <g id=\"line2d_43\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"259.281349\" xlink:href=\"#m7d895f71dc\" y=\"255.718125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_42\">\r\n      <!-- 2010 -->\r\n      <g transform=\"translate(246.556349 270.316562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_34\">\r\n     <g id=\"line2d_44\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"301.074519\" xlink:href=\"#m7d895f71dc\" y=\"255.718125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_43\">\r\n      <!-- 2012 -->\r\n      <g transform=\"translate(288.349519 270.316562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-50\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_35\">\r\n     <g id=\"line2d_45\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"342.924939\" xlink:href=\"#m7d895f71dc\" y=\"255.718125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_44\">\r\n      <!-- 2014 -->\r\n      <g transform=\"translate(330.199939 270.316562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-52\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"xtick_36\">\r\n     <g id=\"line2d_46\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"384.718108\" xlink:href=\"#m7d895f71dc\" y=\"255.718125\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_45\">\r\n      <!-- 2016 -->\r\n      <g transform=\"translate(371.993108 270.316562)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-50\"/>\r\n       <use x=\"63.623047\" xlink:href=\"#DejaVuSans-48\"/>\r\n       <use x=\"127.246094\" xlink:href=\"#DejaVuSans-49\"/>\r\n       <use x=\"190.869141\" xlink:href=\"#DejaVuSans-54\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"matplotlib.axis_8\">\r\n    <g id=\"ytick_7\">\r\n     <g id=\"line2d_47\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m133e702c63\" y=\"249.414753\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_46\">\r\n      <!-- 0 -->\r\n      <g transform=\"translate(36.78125 253.213971)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-48\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"ytick_8\">\r\n     <g id=\"line2d_48\">\r\n      <g>\r\n       <use style=\"stroke:#000000;stroke-width:0.8;\" x=\"50.14375\" xlink:href=\"#m133e702c63\" y=\"233.57342\"/>\r\n      </g>\r\n     </g>\r\n     <g id=\"text_47\">\r\n      <!-- 5 -->\r\n      <g transform=\"translate(36.78125 237.372639)scale(0.1 -0.1)\">\r\n       <use xlink:href=\"#DejaVuSans-53\"/>\r\n      </g>\r\n     </g>\r\n    </g>\r\n    <g id=\"text_48\">\r\n     <!-- Resid -->\r\n     <defs>\r\n      <path d=\"M 44.390625 34.1875 \r\nQ 47.5625 33.109375 50.5625 29.59375 \r\nQ 53.5625 26.078125 56.59375 19.921875 \r\nL 66.609375 0 \r\nL 56 0 \r\nL 46.6875 18.703125 \r\nQ 43.0625 26.03125 39.671875 28.421875 \r\nQ 36.28125 30.8125 30.421875 30.8125 \r\nL 19.671875 30.8125 \r\nL 19.671875 0 \r\nL 9.8125 0 \r\nL 9.8125 72.90625 \r\nL 32.078125 72.90625 \r\nQ 44.578125 72.90625 50.734375 67.671875 \r\nQ 56.890625 62.453125 56.890625 51.90625 \r\nQ 56.890625 45.015625 53.6875 40.46875 \r\nQ 50.484375 35.9375 44.390625 34.1875 \r\nz\r\nM 19.671875 64.796875 \r\nL 19.671875 38.921875 \r\nL 32.078125 38.921875 \r\nQ 39.203125 38.921875 42.84375 42.21875 \r\nQ 46.484375 45.515625 46.484375 51.90625 \r\nQ 46.484375 58.296875 42.84375 61.546875 \r\nQ 39.203125 64.796875 32.078125 64.796875 \r\nz\r\n\" id=\"DejaVuSans-82\"/>\r\n      <path d=\"M 9.421875 54.6875 \r\nL 18.40625 54.6875 \r\nL 18.40625 0 \r\nL 9.421875 0 \r\nz\r\nM 9.421875 75.984375 \r\nL 18.40625 75.984375 \r\nL 18.40625 64.59375 \r\nL 9.421875 64.59375 \r\nz\r\n\" id=\"DejaVuSans-105\"/>\r\n     </defs>\r\n     <g transform=\"translate(30.701563 251.830571)rotate(-90)scale(0.1 -0.1)\">\r\n      <use xlink:href=\"#DejaVuSans-82\"/>\r\n      <use x=\"64.982422\" xlink:href=\"#DejaVuSans-101\"/>\r\n      <use x=\"126.505859\" xlink:href=\"#DejaVuSans-115\"/>\r\n      <use x=\"178.605469\" xlink:href=\"#DejaVuSans-105\"/>\r\n      <use x=\"206.388672\" xlink:href=\"#DejaVuSans-100\"/>\r\n     </g>\r\n    </g>\r\n   </g>\r\n   <g id=\"line2d_49\">\r\n    <defs>\r\n     <path d=\"M 0 3 \r\nC 0.795609 3 1.55874 2.683901 2.12132 2.12132 \r\nC 2.683901 1.55874 3 0.795609 3 0 \r\nC 3 -0.795609 2.683901 -1.55874 2.12132 -2.12132 \r\nC 1.55874 -2.683901 0.795609 -3 0 -3 \r\nC -0.795609 -3 -1.55874 -2.683901 -2.12132 -2.12132 \r\nC -2.683901 -1.55874 -3 -0.795609 -3 0 \r\nC -3 0.795609 -2.683901 1.55874 -2.12132 2.12132 \r\nC -1.55874 2.683901 -0.795609 3 0 3 \r\nz\r\n\" id=\"mbedd72b7a0\" style=\"stroke:#1f77b4;\"/>\r\n    </defs>\r\n    <g clip-path=\"url(#p0625a3c1a4)\">\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"60.563417\" xlink:href=\"#mbedd72b7a0\" y=\"249.868612\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"62.338195\" xlink:href=\"#mbedd72b7a0\" y=\"249.92693\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"64.112974\" xlink:href=\"#mbedd72b7a0\" y=\"249.462095\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"65.830501\" xlink:href=\"#mbedd72b7a0\" y=\"247.892483\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"67.60528\" xlink:href=\"#mbedd72b7a0\" y=\"248.098731\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"69.322807\" xlink:href=\"#mbedd72b7a0\" y=\"250.936504\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"71.097586\" xlink:href=\"#mbedd72b7a0\" y=\"250.290504\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"72.872364\" xlink:href=\"#mbedd72b7a0\" y=\"249.209721\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"74.47539\" xlink:href=\"#mbedd72b7a0\" y=\"249.829164\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"76.250168\" xlink:href=\"#mbedd72b7a0\" y=\"249.915825\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"77.967696\" xlink:href=\"#mbedd72b7a0\" y=\"246.961572\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"79.742474\" xlink:href=\"#mbedd72b7a0\" y=\"250.414594\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"81.460002\" xlink:href=\"#mbedd72b7a0\" y=\"249.788085\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"83.23478\" xlink:href=\"#mbedd72b7a0\" y=\"248.598898\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"85.009558\" xlink:href=\"#mbedd72b7a0\" y=\"248.815241\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"86.727086\" xlink:href=\"#mbedd72b7a0\" y=\"248.648907\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"88.501864\" xlink:href=\"#mbedd72b7a0\" y=\"249.421483\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"90.219392\" xlink:href=\"#mbedd72b7a0\" y=\"251.859262\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"91.99417\" xlink:href=\"#mbedd72b7a0\" y=\"250.12021\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"93.768949\" xlink:href=\"#mbedd72b7a0\" y=\"251.389225\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"95.371974\" xlink:href=\"#mbedd72b7a0\" y=\"249.243035\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"97.146753\" xlink:href=\"#mbedd72b7a0\" y=\"247.840611\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"98.86428\" xlink:href=\"#mbedd72b7a0\" y=\"247.101504\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"100.639059\" xlink:href=\"#mbedd72b7a0\" y=\"249.019237\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"102.356586\" xlink:href=\"#mbedd72b7a0\" y=\"247.755114\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"104.131365\" xlink:href=\"#mbedd72b7a0\" y=\"250.40613\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"105.906143\" xlink:href=\"#mbedd72b7a0\" y=\"250.856133\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"107.623671\" xlink:href=\"#mbedd72b7a0\" y=\"249.186192\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"109.398449\" xlink:href=\"#mbedd72b7a0\" y=\"247.425475\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"111.115976\" xlink:href=\"#mbedd72b7a0\" y=\"250.753009\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"112.890755\" xlink:href=\"#mbedd72b7a0\" y=\"250.310306\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"114.665533\" xlink:href=\"#mbedd72b7a0\" y=\"249.201801\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"116.268559\" xlink:href=\"#mbedd72b7a0\" y=\"251.411977\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"118.043337\" xlink:href=\"#mbedd72b7a0\" y=\"248.620796\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"119.760865\" xlink:href=\"#mbedd72b7a0\" y=\"249.343052\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"121.535643\" xlink:href=\"#mbedd72b7a0\" y=\"247.287251\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"123.253171\" xlink:href=\"#mbedd72b7a0\" y=\"249.736601\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"125.027949\" xlink:href=\"#mbedd72b7a0\" y=\"249.45961\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"126.802728\" xlink:href=\"#mbedd72b7a0\" y=\"249.212594\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"128.520255\" xlink:href=\"#mbedd72b7a0\" y=\"250.712241\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"130.295034\" xlink:href=\"#mbedd72b7a0\" y=\"250.585821\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"132.012561\" xlink:href=\"#mbedd72b7a0\" y=\"251.512073\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"133.78734\" xlink:href=\"#mbedd72b7a0\" y=\"249.392828\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"135.562118\" xlink:href=\"#mbedd72b7a0\" y=\"249.115993\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"137.222395\" xlink:href=\"#mbedd72b7a0\" y=\"243.138841\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"138.997173\" xlink:href=\"#mbedd72b7a0\" y=\"248.161398\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"140.7147\" xlink:href=\"#mbedd72b7a0\" y=\"250.97471\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"142.489479\" xlink:href=\"#mbedd72b7a0\" y=\"250.909636\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"144.207006\" xlink:href=\"#mbedd72b7a0\" y=\"250.337251\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"145.981785\" xlink:href=\"#mbedd72b7a0\" y=\"249.992935\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"147.756563\" xlink:href=\"#mbedd72b7a0\" y=\"248.623825\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"149.474091\" xlink:href=\"#mbedd72b7a0\" y=\"251.397378\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"151.248869\" xlink:href=\"#mbedd72b7a0\" y=\"248.579252\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"152.966397\" xlink:href=\"#mbedd72b7a0\" y=\"249.613753\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"154.741175\" xlink:href=\"#mbedd72b7a0\" y=\"248.089879\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"156.515954\" xlink:href=\"#mbedd72b7a0\" y=\"250.26449\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"158.118979\" xlink:href=\"#mbedd72b7a0\" y=\"249.175709\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"159.893758\" xlink:href=\"#mbedd72b7a0\" y=\"250.249813\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"161.611285\" xlink:href=\"#mbedd72b7a0\" y=\"250.354258\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"163.386064\" xlink:href=\"#mbedd72b7a0\" y=\"247.015308\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"165.103591\" xlink:href=\"#mbedd72b7a0\" y=\"250.034946\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"166.878369\" xlink:href=\"#mbedd72b7a0\" y=\"249.067538\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"168.653148\" xlink:href=\"#mbedd72b7a0\" y=\"249.067382\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"170.370675\" xlink:href=\"#mbedd72b7a0\" y=\"250.688479\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"172.145454\" xlink:href=\"#mbedd72b7a0\" y=\"251.866328\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"173.862981\" xlink:href=\"#mbedd72b7a0\" y=\"252.714694\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"175.63776\" xlink:href=\"#mbedd72b7a0\" y=\"245.990902\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"177.412538\" xlink:href=\"#mbedd72b7a0\" y=\"243.055363\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"179.015564\" xlink:href=\"#mbedd72b7a0\" y=\"250.524862\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"180.790342\" xlink:href=\"#mbedd72b7a0\" y=\"250.158726\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"182.50787\" xlink:href=\"#mbedd72b7a0\" y=\"249.242724\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"184.282648\" xlink:href=\"#mbedd72b7a0\" y=\"250.928118\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"186.000176\" xlink:href=\"#mbedd72b7a0\" y=\"249.36565\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"187.774954\" xlink:href=\"#mbedd72b7a0\" y=\"250.245077\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"189.549733\" xlink:href=\"#mbedd72b7a0\" y=\"250.065386\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"191.26726\" xlink:href=\"#mbedd72b7a0\" y=\"248.68191\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"193.042039\" xlink:href=\"#mbedd72b7a0\" y=\"248.954163\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"194.759566\" xlink:href=\"#mbedd72b7a0\" y=\"250.180081\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"196.534344\" xlink:href=\"#mbedd72b7a0\" y=\"248.171726\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"198.309123\" xlink:href=\"#mbedd72b7a0\" y=\"249.402457\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"199.912149\" xlink:href=\"#mbedd72b7a0\" y=\"251.753886\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"201.686927\" xlink:href=\"#mbedd72b7a0\" y=\"247.270323\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"203.404454\" xlink:href=\"#mbedd72b7a0\" y=\"248.832169\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"205.179233\" xlink:href=\"#mbedd72b7a0\" y=\"249.726817\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"206.89676\" xlink:href=\"#mbedd72b7a0\" y=\"249.409213\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"208.671539\" xlink:href=\"#mbedd72b7a0\" y=\"248.884042\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"210.446317\" xlink:href=\"#mbedd72b7a0\" y=\"249.091144\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"212.163845\" xlink:href=\"#mbedd72b7a0\" y=\"249.760441\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"213.938623\" xlink:href=\"#mbedd72b7a0\" y=\"248.750866\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"215.656151\" xlink:href=\"#mbedd72b7a0\" y=\"250.342454\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"217.430929\" xlink:href=\"#mbedd72b7a0\" y=\"249.594805\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"219.205708\" xlink:href=\"#mbedd72b7a0\" y=\"251.996476\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"220.865984\" xlink:href=\"#mbedd72b7a0\" y=\"247.727547\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"222.640763\" xlink:href=\"#mbedd72b7a0\" y=\"249.955429\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"224.35829\" xlink:href=\"#mbedd72b7a0\" y=\"249.286288\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"226.133068\" xlink:href=\"#mbedd72b7a0\" y=\"249.728137\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"227.850596\" xlink:href=\"#mbedd72b7a0\" y=\"249.695677\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"229.625374\" xlink:href=\"#mbedd72b7a0\" y=\"250.498538\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"231.400153\" xlink:href=\"#mbedd72b7a0\" y=\"250.359771\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"233.11768\" xlink:href=\"#mbedd72b7a0\" y=\"248.906329\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"234.892459\" xlink:href=\"#mbedd72b7a0\" y=\"249.647222\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"236.609986\" xlink:href=\"#mbedd72b7a0\" y=\"248.723998\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"238.384765\" xlink:href=\"#mbedd72b7a0\" y=\"247.111676\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"240.159543\" xlink:href=\"#mbedd72b7a0\" y=\"248.059905\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"241.762569\" xlink:href=\"#mbedd72b7a0\" y=\"249.480655\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"243.537347\" xlink:href=\"#mbedd72b7a0\" y=\"249.525072\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"245.254875\" xlink:href=\"#mbedd72b7a0\" y=\"250.354258\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"247.029653\" xlink:href=\"#mbedd72b7a0\" y=\"249.370387\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"248.747181\" xlink:href=\"#mbedd72b7a0\" y=\"249.978181\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"250.521959\" xlink:href=\"#mbedd72b7a0\" y=\"248.579096\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"252.296737\" xlink:href=\"#mbedd72b7a0\" y=\"248.957813\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"254.014265\" xlink:href=\"#mbedd72b7a0\" y=\"250.759765\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"255.789043\" xlink:href=\"#mbedd72b7a0\" y=\"251.335644\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"257.506571\" xlink:href=\"#mbedd72b7a0\" y=\"250.948385\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"259.281349\" xlink:href=\"#mbedd72b7a0\" y=\"249.89315\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"261.056128\" xlink:href=\"#mbedd72b7a0\" y=\"249.914661\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"262.659153\" xlink:href=\"#mbedd72b7a0\" y=\"243.36326\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"264.433932\" xlink:href=\"#mbedd72b7a0\" y=\"246.2842\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"266.151459\" xlink:href=\"#mbedd72b7a0\" y=\"249.119954\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"267.926238\" xlink:href=\"#mbedd72b7a0\" y=\"250.516243\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"269.643765\" xlink:href=\"#mbedd72b7a0\" y=\"251.083114\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"271.418544\" xlink:href=\"#mbedd72b7a0\" y=\"250.418011\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"273.193322\" xlink:href=\"#mbedd72b7a0\" y=\"250.182876\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"274.91085\" xlink:href=\"#mbedd72b7a0\" y=\"248.141984\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"276.685628\" xlink:href=\"#mbedd72b7a0\" y=\"247.257821\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"278.403156\" xlink:href=\"#mbedd72b7a0\" y=\"252.108763\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"280.177934\" xlink:href=\"#mbedd72b7a0\" y=\"250.60469\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"281.952712\" xlink:href=\"#mbedd72b7a0\" y=\"249.485624\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"283.555738\" xlink:href=\"#mbedd72b7a0\" y=\"249.339403\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"285.330517\" xlink:href=\"#mbedd72b7a0\" y=\"251.901272\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"287.048044\" xlink:href=\"#mbedd72b7a0\" y=\"248.139111\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"288.822822\" xlink:href=\"#mbedd72b7a0\" y=\"248.501753\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"290.54035\" xlink:href=\"#mbedd72b7a0\" y=\"249.509542\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"292.315128\" xlink:href=\"#mbedd72b7a0\" y=\"249.525616\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"294.089907\" xlink:href=\"#mbedd72b7a0\" y=\"248.874646\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"295.807434\" xlink:href=\"#mbedd72b7a0\" y=\"248.082579\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"297.582213\" xlink:href=\"#mbedd72b7a0\" y=\"247.837349\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"299.29974\" xlink:href=\"#mbedd72b7a0\" y=\"250.318692\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"301.074519\" xlink:href=\"#mbedd72b7a0\" y=\"251.07333\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"302.849297\" xlink:href=\"#mbedd72b7a0\" y=\"250.948307\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"304.509574\" xlink:href=\"#mbedd72b7a0\" y=\"250.085265\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"306.284352\" xlink:href=\"#mbedd72b7a0\" y=\"249.634642\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"308.00188\" xlink:href=\"#mbedd72b7a0\" y=\"248.873093\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"309.776658\" xlink:href=\"#mbedd72b7a0\" y=\"247.489228\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"311.494186\" xlink:href=\"#mbedd72b7a0\" y=\"248.29504\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"313.268964\" xlink:href=\"#mbedd72b7a0\" y=\"249.390965\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"315.043742\" xlink:href=\"#mbedd72b7a0\" y=\"249.468696\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"316.76127\" xlink:href=\"#mbedd72b7a0\" y=\"250.605312\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"318.536048\" xlink:href=\"#mbedd72b7a0\" y=\"250.084178\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"320.253576\" xlink:href=\"#mbedd72b7a0\" y=\"250.448063\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"322.028354\" xlink:href=\"#mbedd72b7a0\" y=\"249.185571\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"323.803133\" xlink:href=\"#mbedd72b7a0\" y=\"248.888934\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"325.406158\" xlink:href=\"#mbedd72b7a0\" y=\"248.320277\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"327.180937\" xlink:href=\"#mbedd72b7a0\" y=\"249.584477\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"328.898464\" xlink:href=\"#mbedd72b7a0\" y=\"248.255281\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"330.673243\" xlink:href=\"#mbedd72b7a0\" y=\"250.099088\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"332.39077\" xlink:href=\"#mbedd72b7a0\" y=\"250.172238\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"334.165549\" xlink:href=\"#mbedd72b7a0\" y=\"249.760596\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"335.940327\" xlink:href=\"#mbedd72b7a0\" y=\"248.44693\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"337.657855\" xlink:href=\"#mbedd72b7a0\" y=\"247.561135\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"339.432633\" xlink:href=\"#mbedd72b7a0\" y=\"249.620819\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"341.15016\" xlink:href=\"#mbedd72b7a0\" y=\"250.547071\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"342.924939\" xlink:href=\"#mbedd72b7a0\" y=\"249.192172\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"344.699717\" xlink:href=\"#mbedd72b7a0\" y=\"251.131803\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"346.302743\" xlink:href=\"#mbedd72b7a0\" y=\"252.027149\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"348.077521\" xlink:href=\"#mbedd72b7a0\" y=\"249.511871\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"349.795049\" xlink:href=\"#mbedd72b7a0\" y=\"249.846015\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"351.569827\" xlink:href=\"#mbedd72b7a0\" y=\"247.399461\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"353.287355\" xlink:href=\"#mbedd72b7a0\" y=\"250.766287\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"355.062133\" xlink:href=\"#mbedd72b7a0\" y=\"251.775085\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"356.836912\" xlink:href=\"#mbedd72b7a0\" y=\"252.310895\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"358.554439\" xlink:href=\"#mbedd72b7a0\" y=\"251.530709\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"360.329218\" xlink:href=\"#mbedd72b7a0\" y=\"251.775241\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"362.046745\" xlink:href=\"#mbedd72b7a0\" y=\"222.535635\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"363.821524\" xlink:href=\"#mbedd72b7a0\" y=\"251.19214\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"365.596302\" xlink:href=\"#mbedd72b7a0\" y=\"250.931146\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"367.199328\" xlink:href=\"#mbedd72b7a0\" y=\"254.138006\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"368.974106\" xlink:href=\"#mbedd72b7a0\" y=\"253.610816\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"370.691634\" xlink:href=\"#mbedd72b7a0\" y=\"251.637405\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"372.466412\" xlink:href=\"#mbedd72b7a0\" y=\"251.874637\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"374.183939\" xlink:href=\"#mbedd72b7a0\" y=\"249.046183\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"375.958718\" xlink:href=\"#mbedd72b7a0\" y=\"249.648386\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"377.733496\" xlink:href=\"#mbedd72b7a0\" y=\"250.097069\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"379.451024\" xlink:href=\"#mbedd72b7a0\" y=\"250.122151\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"381.225802\" xlink:href=\"#mbedd72b7a0\" y=\"251.043899\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"382.94333\" xlink:href=\"#mbedd72b7a0\" y=\"253.365508\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"384.718108\" xlink:href=\"#mbedd72b7a0\" y=\"247.758531\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"386.492887\" xlink:href=\"#mbedd72b7a0\" y=\"247.196552\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"388.153163\" xlink:href=\"#mbedd72b7a0\" y=\"249.059539\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"389.927942\" xlink:href=\"#mbedd72b7a0\" y=\"249.456427\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"391.645469\" xlink:href=\"#mbedd72b7a0\" y=\"252.747619\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"393.420248\" xlink:href=\"#mbedd72b7a0\" y=\"248.557198\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"395.137775\" xlink:href=\"#mbedd72b7a0\" y=\"244.981561\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"396.912553\" xlink:href=\"#mbedd72b7a0\" y=\"243.645841\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"398.687332\" xlink:href=\"#mbedd72b7a0\" y=\"245.930798\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"400.404859\" xlink:href=\"#mbedd72b7a0\" y=\"247.145301\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"402.179638\" xlink:href=\"#mbedd72b7a0\" y=\"247.539004\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"403.897165\" xlink:href=\"#mbedd72b7a0\" y=\"252.915351\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"405.671944\" xlink:href=\"#mbedd72b7a0\" y=\"251.850875\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"407.446722\" xlink:href=\"#mbedd72b7a0\" y=\"249.630837\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"409.049748\" xlink:href=\"#mbedd72b7a0\" y=\"251.20472\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"410.824526\" xlink:href=\"#mbedd72b7a0\" y=\"248.141596\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"412.542054\" xlink:href=\"#mbedd72b7a0\" y=\"248.754283\"/>\r\n     <use style=\"fill:#1f77b4;stroke:#1f77b4;\" x=\"414.316832\" xlink:href=\"#mbedd72b7a0\" y=\"250.986202\"/>\r\n    </g>\r\n   </g>\r\n   <g id=\"patch_18\">\r\n    <path d=\"M 50.14375 255.718125 \r\nL 50.14375 220.955516 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_19\">\r\n    <path d=\"M 424.79375 255.718125 \r\nL 424.79375 220.955516 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_20\">\r\n    <path d=\"M 50.14375 255.718125 \r\nL 424.79375 255.718125 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n   <g id=\"patch_21\">\r\n    <path d=\"M 50.14375 220.955516 \r\nL 424.79375 220.955516 \r\n\" style=\"fill:none;stroke:#000000;stroke-linecap:square;stroke-linejoin:miter;stroke-width:0.8;\"/>\r\n   </g>\r\n  </g>\r\n </g>\r\n <defs>\r\n  <clipPath id=\"p5445edd098\">\r\n   <rect height=\"34.762609\" width=\"374.65\" x=\"50.14375\" y=\"22.318125\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p69025a1702\">\r\n   <rect height=\"34.762609\" width=\"374.65\" x=\"50.14375\" y=\"88.530589\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p9e6633f630\">\r\n   <rect height=\"34.762609\" width=\"374.65\" x=\"50.14375\" y=\"154.743053\"/>\r\n  </clipPath>\r\n  <clipPath id=\"p0625a3c1a4\">\r\n   <rect height=\"34.762609\" width=\"374.65\" x=\"50.14375\" y=\"220.955516\"/>\r\n  </clipPath>\r\n </defs>\r\n</svg>\r\n",
      "image/png": "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\n"
     },
     "metadata": {
      "needs_background": "light"
     }
    }
   ],
   "source": [
    "from statsmodels.tsa.seasonal import seasonal_decompose\n",
    "\n",
    "seasonal_decompose(ts.data.iloc[:,1],model='additive',period=12).plot()\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Observations\n",
    "\n",
    "1. The time series has an overall slight increasing trend and constant seasonality with period = 12.\n",
    "2. From the initial observation we can see that data around 2015 has some amount of anomaly as the residue components indicates it.\n",
    "3. Also data between 2016-2017 shows an abnormal increase compared to other data points. The trend component for the same peroid support the assumption."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Anomaly Plot\n",
    "\n",
    "This plot was generated by [anomaly_detection.py](https://github.com/KrishnanSG/holt-winters/blob/master/anomaly_detection.py).\n",
    "\n",
    "![Plot](https://raw.githubusercontent.com/KrishnanSG/holt-winters/master/plots/brutlag_plot.png?token=AKOF7AY5U23BQM3UVB4JVHK6Q5Y3W)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### The data points classified as anomaly\n",
    "\n",
    "|   date    |values|\n",
    "|-----------|------|        \n",
    "|2001-05-01 |29.46 |\n",
    "|2001-09-01 |26.86 |\n",
    "|2001-12-01 |19.55 |\n",
    "|2002-04-01 |27.66 |\n",
    "|2002-07-01 |28.47 |\n",
    "|2002-11-01 |23.17 |\n",
    "|2006-01-01 |19.96 |\n",
    "|2006-02-01 |23.02 |\n",
    "|2010-03-01 |26.53 |\n",
    "|2014-12-01 |29.50 |\n",
    "|2016-01-01 |20.92 |\n",
    "|2016-02-01 |23.58 |\n",
    "|2016-05-01 |30.41 |\n",
    "|2016-06-01 |31.70 |\n",
    "|2016-07-01 |32.18 |\n",
    "|2016-08-01 |32.19 |\n",
    "|2016-09-01 |30.72 |\n",
    "|2016-10-01 |28.81 |\n",
    "|2016-11-01 |25.90 |"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Analysing the anomaly obsevered between 2016-2017\n",
    "\n",
    "![Plot](https://raw.githubusercontent.com/KrishnanSG/holt-winters/master/plots/anomaly_2016-17.png?token=AKOF7AYL6D7JHEG25KDXU6S6Q5YWY)\n",
    "\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## Conclusion\n",
    "\n",
    "The anomalies present in the time series have been correctly identified. Also the initial observations made on the time series using seasonal decompose turn out to be appropriate and can be verified by the confidence bands genereated by brutlag algorithm."
   ]
  }
 ]
}